Complete matrix. Ten business tasks across eight industries and ten departments, each run on three models and three effort levels — all 90 runs complete, 67,218 credits ($672.18) recorded. Every figure below is measured from the test workbook and the generated files; each cell is a single run.
90
runs — complete matrix
10 tasks × 3 models × 3 effort levels · one run per cell
67,218
credits recorded
$672.18 across 90 metered runs ($0.01 per credit)
3,682
most expensive run
#31 · RET Campaign · Fable 5.1 · Maximum
6 min
break-even per deliverable
saved time that covers the average run ($7.47) at a $72/hour loaded rate
1.5–9.0×
Light → Maximum
cost multiplier across 30 effort ladders · median 3.0×
13·17·0
cheapest model (Auto · Opus · Fable)
task×effort cells won out of 30 · Opus 5 total 18% below Auto
Effort is the biggest lever you control.
Maximum cost 1.5–9× the Light run for the same task and model (median 3.0×). Medium landed at a median 47% of the Maximum cost — the sensible default.
What you ask for outweighs which model you pick.
Median impact, measured like-for-like: the task 4.5×, the effort setting 3.0×, the model just 1.4× between Auto and Opus 5. Size the deliverable first — the model picker is the smallest dial.
Spend concentrates in decks.
Decks are 30% of runs but 45% of all credits, averaging 1,125 against 639 for documents. The dearest 20% of runs carry 45% of the total.
Fable 5.1 is the premium option.
Never the cheapest in any of the 30 comparisons: a median 1.6× and up to 7× the Auto or Opus 5 figure, and 1.5× Auto's total bill. It did attach the most source links (261 vs 110 for Auto).
Higher effort buys depth, not compliance.
26 of 27 decks hit the slide count and every workbook had its sheets, at every effort level. Maximum mainly adds words to documents (1,979→3,369 median), rows to workbooks (50→95) and speaker notes to decks.
Source links depend on the task — and decks never link.
All 27 decks cite as plain text; CS Themes and PMO Actions produced no links on any model or effort. Ask for linked sources explicitly where auditability matters.
02
Test design
Ten realistic business tasks — one per department, spread across industries and output formats — each executed with the same prompt on every combination of model and effort level. Every prompt tells Cowork to use Work IQ (email, Teams, meetings, files) as the primary source, Web Search for public benchmarks, and to cite sources.
Factors
Task — 10 tasks: FS Account Plan, MFG Supply Risk, HLS Workforce, RET Campaign, PS Budget Review, ENU IT Dashboard, PRO Compliance, EXEC QBR, CS Themes, PMO Actions
Model — AutoOpus 5Fable 5.1
Effort level — LightMediumMaximum
Output type (fixed per task) — DOCX 3 tasks · XLSX 3 tasks · PPTX 3 tasks · HTML 1 task
What is recorded per run
Cost in Copilot credits and the equivalent in USD, as entered in the workbook
Skills & plugins invoked and the tools Cowork called (Calendar, SharePoint, Microsoft Graph, Outlook, People, Teams, Web Search, Work IQ)
The generated artefact, kept in the SharePoint output_v2 folder and profiled below (words, slides, sheets, tables, charts, source links)
A run counts as complete when both the cost and the output file are available. Outputs whose cost is still to be entered are shown but excluded from every cost figure.
▶The ten tasks10 tasks · 8 industries · 10 departments — with the exact prompt used for each
Task
Industry
Department
Output
Skill
Status
FS Account Plan
Financial Services (Banking)
Sales / Account Management
DOCX Word document
Word
9/9 complete · 9 outputs
PromptBuild an account plan for my most active banking customer this quarter. Pull the latest context from my emails, Teams chats and meetings with that account, plus any related files in SharePoint/OneDrive. Then use Web Search for the customer's latest public news, results and strategic priorities. Produce a Word document with: executive summary, relationship map, open opportunities and risks, competitive landscape, and a 90-day action plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
MFG Supply Risk
Manufacturing
Operations / Supply Chain
XLSX Excel workbook
Excel
9/9 complete · 9 outputs
PromptCreate a supply-chain risk tracker. Scan my email and Teams for supplier, logistics, delay or shortage discussions in the last 90 days, and check my meeting notes for related decisions. Use Web Search for current commodity price and freight trend indicators. Produce an Excel workbook with a Risk Register (risk, supplier, impact, likelihood, owner, mitigation, source) plus a Summary sheet with counts by severity. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
HLS Workforce
Healthcare / Life Sciences
Human Resources
PPTX PowerPoint deck
PowerPoint
9/9 complete · 9 outputs
PromptPrepare a workforce and hiring update for leadership. Use my email, Teams and meetings to gather current hiring, onboarding and retention topics my team is discussing, and my org data for team structure. Use Web Search for current healthcare talent market and clinical staffing trends. Produce a 6-slide PowerPoint: current state, key issues, market context, risks, recommendations, next steps. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
RET Campaign
Retail / Consumer Goods
Marketing
PPTX PowerPoint deck
PowerPoint
9/9 complete · 9 outputs
PromptBuild a campaign readout deck. Pull campaign performance discussions, approvals and asset feedback from my email, Teams and recent meetings, plus any campaign files I have. Use Web Search for competitor campaigns and current retail consumer trends. Produce a 5-slide PowerPoint: results vs goals, what worked, competitive/market context, learnings, next campaign plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
PS Budget Review
Public Sector / Government
Finance
XLSX Excel workbook
Excel, Deep Research
9/9 complete · 9 outputs
PromptProduce a budget and spend review. Extract budget, cost, invoice and approval items from my email and Teams for the current fiscal period, and any budget spreadsheets I have. Use Web Search for public-sector inflation and procurement cost benchmarks. Produce an Excel workbook with a line-item sheet (item, owner, planned, actual, variance, comment) and a variance summary with totals. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
ENU IT Dashboard
Energy & Utilities
IT / Engineering
HTML HTML dashboard
</> HTML, Content Creation
9/9 complete · 9 outputs
PromptCreate a single-page HTML status dashboard for our current technology programme. Gather status, blockers, owners and milestones from my email, Teams channels and recent meeting transcripts. Use Web Search for relevant vendor roadmap or product release information. Produce a self-contained HTML page with programme health cards, milestone timeline, risk table and an external-signals section. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
PRO Compliance
Professional Services
Legal / Compliance
DOCX Word document
Word
9/9 complete · 9 outputs
PromptDraft a compliance readiness brief. Search my email, Teams and files for policy, audit, privacy or regulatory discussions in the last 6 months. Use Web Search for the current status of the relevant regulations (e.g. EU AI Act, GDPR guidance) and recent enforcement examples. Produce a Word document with: scope, internal findings, regulatory landscape, gap analysis table, and prioritised remediation actions with owners. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
EXEC QBR
Cross-industry
Executive Leadership
PPTX PowerPoint deck
PowerPoint, Deep Research
9/9 complete · 9 outputs
PromptBuild a QBR deck for my business. Use my calendar, email, Teams and files from the last quarter to reconstruct what we delivered, what slipped and what decisions were made. Use Web Search for market and competitor developments in that period. Produce a 6-slide PowerPoint: quarter at a glance, delivery scorecard, market context, risks and issues, asks/decisions needed, next-quarter priorities. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
CS Themes
Cross-industry
Customer Service / Support
DOCX Word document
Word
9/9 complete · 9 outputs
PromptSummarise customer support themes and produce an improvement plan. Mine my email and Teams for escalations, complaints and recurring issues in the last 90 days, plus meeting discussions about support quality. Use Web Search for current customer-service benchmarks (CSAT, first-contact resolution). Produce a Word document with: top themes with evidence, root causes, benchmark comparison table, and a prioritised improvement plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
PMO Actions
Cross-industry
Project / Programme Management
XLSX Excel workbook
Excel
9/9 complete · 9 outputs
PromptCreate a consolidated action-item and RAID tracker. Pull open actions, owners and due dates from my recent meeting transcripts, Teams chats and email threads. Use Web Search only to validate any external dependency dates (vendor releases, regulatory deadlines). Produce an Excel workbook with an Actions sheet (action, owner, source, due date, status) and a RAID sheet (risks, assumptions, issues, dependencies). Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
03
Cost analysis
All figures in US dollars at $0.01 per credit. Every chart is clickable — select a bar to open that run's evidence.
What actually drives cost
Each lever measured like-for-like — holding everything else constant and taking the spread across the matrix. The task you set moves cost furthest; the model picker moves it least.
Lever
Compared across
Median impact
Range
Relative weight
What you ask for
the task itself
4.5×
4.0–6.3×
The effort setting
Light → Maximum
3.0×
2.0–9.0×
The model, including Fable 5.1
Auto · Opus 5 · Fable 5.1
2.0×
1.0–6.9×
The model, generally available only
Auto vs Opus 5
1.4×
1.0–3.4×
Read as: swapping the task for another in this matrix changes cost by a median 4.5×, while swapping Auto for Opus 5 on the same task and effort changes it 1.4×. Bars are scaled to the largest lever.
Cost against the time it returns
At a $72/hour fully loaded rate — a common planning assumption, not a measured figure — here is how much saved time each deliverable has to return before it pays for itself.
Deliverable
Average cost
Break-even
PPTX PowerPoint deck
$11.25
9 min
DOCX Word document
$6.39
5 min
XLSX Excel workbook
$5.77
5 min
HTML HTML dashboard
$4.44
4 min
Most expensive run in the matrix
$36.82
31 min
Break-even = cost ÷ hourly rate. The rate is an assumption you should replace with your own; halving it doubles every figure in the last column.
Results matrix
One grid per task. Cheapest combination sits bottom-left, dearest top-right; colour runs green (cheapest) through amber to red (dearest) within each task, so scales are not comparable between tasks. The large figure is the dollar cost, the small one the credits. Select a cell to open its evidence.
Across all 30 Light→Maximum ladders, Maximum cost 1.5–9.0× the Light run — but the slope depends far more on the task and model than on the effort setting itself. The steepest are PS Budget Review on Auto (9.0×), RET Campaign on Auto (8.0×); the flattest EXEC QBR on Fable 5.1 (1.5×), EXEC QBR on Opus 5 (1.8×).
Same task, same effort — which model was cheapest?
Task
Industry
Output
Effort
Auto
Opus 5
Fable 5.1
Cheapest
Spread
Saving vs dearest
FS Account Plan
Financial Services (Banking)
DOCX
Light
$4.01
$4.09
$4.42
Auto
1.1×
−9% · $0.41
FS Account Plan
Financial Services (Banking)
DOCX
Medium
$6.10
$4.03
$8.84
Opus 5
2.2×
−54% · $4.81
FS Account Plan
Financial Services (Banking)
DOCX
Maximum
$9.92
$15.44
$13.05
Auto
1.6×
−36% · $5.52
MFG Supply Risk
Manufacturing
XLSX
Light
$1.64
$1.38
$3.20
Opus 5
2.3×
−57% · $1.82
MFG Supply Risk
Manufacturing
XLSX
Medium
$3.69
$2.21
$3.87
Opus 5
1.8×
−43% · $1.66
MFG Supply Risk
Manufacturing
XLSX
Maximum
$6.60
$9.63
$13.47
Auto
2.0×
−51% · $6.87
HLS Workforce
Healthcare / Life Sciences
PPTX
Light
$4.81
$5.53
$7.97
Auto
1.7×
−40% · $3.16
HLS Workforce
Healthcare / Life Sciences
PPTX
Medium
$8.80
$5.75
$6.74
Opus 5
1.5×
−35% · $3.05
HLS Workforce
Healthcare / Life Sciences
PPTX
Maximum
$19.10
$11.20
$19.17
Opus 5
1.7×
−42% · $7.97
RET Campaign
Retail / Consumer Goods
PPTX
Light
$2.98
$3.41
$5.08
Auto
1.7×
−41% · $2.10
RET Campaign
Retail / Consumer Goods
PPTX
Medium
$13.86
$5.37
$8.80
Opus 5
2.6×
−61% · $8.49
RET Campaign
Retail / Consumer Goods
PPTX
Maximum
$23.91
$10.17
$36.82
Opus 5
3.6×
−72% · $26.65
PS Budget Review
Public Sector / Government
XLSX
Light
$1.38
$1.70
$8.41
Auto
6.1×
−84% · $7.03
PS Budget Review
Public Sector / Government
XLSX
Medium
$2.28
$3.14
$15.83
Auto
6.9×
−86% · $13.55
PS Budget Review
Public Sector / Government
XLSX
Maximum
$12.41
$3.65
$17.95
Opus 5
4.9×
−80% · $14.30
ENU IT Dashboard
Energy & Utilities
HTML
Light
$2.00
$1.64
$3.43
Opus 5
2.1×
−52% · $1.79
ENU IT Dashboard
Energy & Utilities
HTML
Medium
$2.19
$2.60
$5.00
Auto
2.3×
−56% · $2.81
ENU IT Dashboard
Energy & Utilities
HTML
Maximum
$6.81
$5.03
$11.27
Opus 5
2.2×
−55% · $6.24
PRO Compliance
Professional Services
DOCX
Light
$2.68
$2.66
$3.24
Opus 5
1.2×
−18% · $0.58
PRO Compliance
Professional Services
DOCX
Medium
$4.16
$3.80
$7.70
Opus 5
2.0×
−51% · $3.90
PRO Compliance
Professional Services
DOCX
Maximum
$8.75
$10.79
$9.03
Auto
1.2×
−19% · $2.04
EXEC QBR
Cross-industry
PPTX
Light
$7.13
$5.06
$15.81
Opus 5
3.1×
−68% · $10.75
EXEC QBR
Cross-industry
PPTX
Medium
$6.57
$9.92
$9.26
Auto
1.5×
−34% · $3.35
EXEC QBR
Cross-industry
PPTX
Maximum
$17.08
$9.16
$24.36
Opus 5
2.7×
−62% · $15.20
CS Themes
Cross-industry
DOCX
Light
$3.60
$3.03
$3.90
Opus 5
1.3×
−22% · $0.87
CS Themes
Cross-industry
DOCX
Medium
$3.36
$4.79
$5.41
Auto
1.6×
−38% · $2.05
CS Themes
Cross-industry
DOCX
Maximum
$8.67
$8.43
$8.60
Opus 5
1.0×
−3% · $0.24
PMO Actions
Cross-industry
XLSX
Light
$1.36
$1.20
$4.76
Opus 5
4.0×
−75% · $3.56
PMO Actions
Cross-industry
XLSX
Medium
$2.78
$6.02
$4.33
Auto
2.2×
−54% · $3.24
PMO Actions
Cross-industry
XLSX
Maximum
$6.03
$7.18
$9.79
Auto
1.6×
−38% · $3.76
Spread = dearest ÷ cheapest model in the cell; the cheapest figure in each row is highlighted. Saving = what picking the cheapest model saved against the dearest, for the identical task and effort level. Cells with only one model costed are omitted.
04
Test results
Every run in the matrix, with its cost and the artefact it produced. Select a column heading to sort, use the filters to narrow the list, and choose "View evidence" to open a run's prompt, previews and output profile in a pop-up.
Run
Task
Industry
Department
Output
Model
Effort
Skill
Tools
Credits
Cost
Status
Evidence
#1
FS Account Plan
Financial Services (Banking)
Sales / Account Management
DOCX
Auto
Maximum
Word
Calendar, SharePoint, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
992
$9.92
Complete
#2
FS Account Plan
Financial Services (Banking)
Sales / Account Management
DOCX
Auto
Medium
Word
Calendar, SharePoint, Outlook, Teams, Web Search, Work IQ
610
$6.10
Complete
#3
FS Account Plan
Financial Services (Banking)
Sales / Account Management
DOCX
Auto
Light
Word
Calendar, Outlook, Teams, Web Search, Work IQ
401
$4.01
Complete
#4
FS Account Plan
Financial Services (Banking)
Sales / Account Management
DOCX
Fable 5.1
Maximum
Word
Calendar, SharePoint, Outlook, People, Teams, Web Search, Work IQ
1,305
$13.05
Complete
#5
FS Account Plan
Financial Services (Banking)
Sales / Account Management
DOCX
Fable 5.1
Medium
Word
Calendar, Outlook, Teams, Web Search, Work IQ
884
$8.84
Complete
#6
FS Account Plan
Financial Services (Banking)
Sales / Account Management
DOCX
Fable 5.1
Light
Word
Calendar, SharePoint, Outlook, Teams, Web Search, Work IQ
442
$4.42
Complete
#7
FS Account Plan
Financial Services (Banking)
Sales / Account Management
DOCX
Opus 5
Maximum
Word, Deep Research
Calendar, SharePoint, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
1,544
$15.44
Complete
#8
FS Account Plan
Financial Services (Banking)
Sales / Account Management
DOCX
Opus 5
Medium
Word
Calendar, SharePoint, Outlook, People, Teams, Web Search, Work IQ
403
$4.03
Complete
#9
FS Account Plan
Financial Services (Banking)
Sales / Account Management
DOCX
Opus 5
Light
Word
Calendar, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
409
$4.09
Complete
#10
MFG Supply Risk
Manufacturing
Operations / Supply Chain
XLSX
Auto
Maximum
Excel
Calendar, SharePoint, Microsoft Graph, Outlook, People, Teams, Web Search, Work IQ
660
$6.60
Complete
#11
MFG Supply Risk
Manufacturing
Operations / Supply Chain
XLSX
Auto
Medium
Excel
Calendar, Microsoft Graph, Outlook, Web Search, Work IQ
369
$3.69
Complete
#12
MFG Supply Risk
Manufacturing
Operations / Supply Chain
XLSX
Auto
Light
Excel
Calendar, Outlook, Teams, Web Search, Work IQ
164
$1.64
Complete
#13
MFG Supply Risk
Manufacturing
Operations / Supply Chain
XLSX
Fable 5.1
Maximum
Excel
Calendar, SharePoint, Microsoft Graph, Teams, Web Search, Work IQ
1,347
$13.47
Complete
#14
MFG Supply Risk
Manufacturing
Operations / Supply Chain
XLSX
Fable 5.1
Medium
Excel
Calendar, Web Search, Work IQ
387
$3.87
Complete
#15
MFG Supply Risk
Manufacturing
Operations / Supply Chain
XLSX
Fable 5.1
Light
Excel
Calendar, Microsoft Graph, Web Search, Work IQ
320
$3.20
Complete
#16
MFG Supply Risk
Manufacturing
Operations / Supply Chain
XLSX
Opus 5
Maximum
Excel
Calendar, SharePoint, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
963
$9.63
Complete
#17
MFG Supply Risk
Manufacturing
Operations / Supply Chain
XLSX
Opus 5
Medium
Excel
Calendar, SharePoint, Microsoft Graph, Teams, Web Search, Work IQ
221
$2.21
Complete
#18
MFG Supply Risk
Manufacturing
Operations / Supply Chain
XLSX
Opus 5
Light
Excel
Calendar, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
138
$1.38
Complete
#19
HLS Workforce
Healthcare / Life Sciences
Human Resources
PPTX
Auto
Maximum
PowerPoint
Calendar, SharePoint, Microsoft Graph, Outlook, People, Teams, Web Search, Work IQ
1,910
$19.10
Complete
#20
HLS Workforce
Healthcare / Life Sciences
Human Resources
PPTX
Auto
Medium
PowerPoint
Calendar, Outlook, People, Teams, Web Search, Work IQ
880
$8.80
Complete
#21
HLS Workforce
Healthcare / Life Sciences
Human Resources
PPTX
Auto
Light
PowerPoint
Calendar, Outlook, People, Teams, Web Search, Work IQ
481
$4.81
Complete
#22
HLS Workforce
Healthcare / Life Sciences
Human Resources
PPTX
Fable 5.1
Maximum
PowerPoint
Calendar, SharePoint, Microsoft Graph, Outlook, People, Teams, Web Search, Work IQ
1,917
$19.17
Complete
#23
HLS Workforce
Healthcare / Life Sciences
Human Resources
PPTX
Fable 5.1
Medium
PowerPoint
Calendar, Microsoft Graph, Outlook, People, Teams, Web Search, Work IQ
674
$6.74
Complete
#24
HLS Workforce
Healthcare / Life Sciences
Human Resources
PPTX
Fable 5.1
Light
PowerPoint
Calendar, SharePoint, People, Teams, Web Search, Work IQ
797
$7.97
Complete
#25
HLS Workforce
Healthcare / Life Sciences
Human Resources
PPTX
Opus 5
Maximum
PowerPoint
Calendar, Microsoft Graph, Outlook, People, Teams, Web Search, Work IQ
1,120
$11.20
Complete
#26
HLS Workforce
Healthcare / Life Sciences
Human Resources
PPTX
Opus 5
Medium
PowerPoint
Calendar, Outlook, People, Teams, Web Search, Work IQ
575
$5.75
Complete
#27
HLS Workforce
Healthcare / Life Sciences
Human Resources
PPTX
Opus 5
Light
PowerPoint
Calendar, People, Web Search, Work IQ
553
$5.53
Complete
#28
RET Campaign
Retail / Consumer Goods
Marketing
PPTX
Auto
Maximum
PowerPoint
Calendar, SharePoint, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
2,391
$23.91
Complete
#29
RET Campaign
Retail / Consumer Goods
Marketing
PPTX
Auto
Medium
PowerPoint
Calendar, SharePoint, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
1,386
$13.86
Complete
#30
RET Campaign
Retail / Consumer Goods
Marketing
PPTX
Auto
Light
PowerPoint
Calendar, SharePoint, Outlook, Web Search, Work IQ
298
$2.98
Complete
#31
RET Campaign
Retail / Consumer Goods
Marketing
PPTX
Fable 5.1
Maximum
PowerPoint
Calendar, SharePoint, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
3,682
$36.82
Complete
#32
RET Campaign
Retail / Consumer Goods
Marketing
PPTX
Fable 5.1
Medium
PowerPoint
Calendar, SharePoint, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
880
$8.80
Complete
#33
RET Campaign
Retail / Consumer Goods
Marketing
PPTX
Fable 5.1
Light
PowerPoint
SharePoint, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
508
$5.08
Complete
#34
RET Campaign
Retail / Consumer Goods
Marketing
PPTX
Opus 5
Maximum
PowerPoint
Calendar, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
1,017
$10.17
Complete
#35
RET Campaign
Retail / Consumer Goods
Marketing
PPTX
Opus 5
Medium
PowerPoint
Microsoft Graph, Outlook, Web Search, Work IQ
537
$5.37
Complete
#36
RET Campaign
Retail / Consumer Goods
Marketing
PPTX
Opus 5
Light
PowerPoint
SharePoint, Microsoft Graph, Outlook, Web Search, Work IQ
341
$3.41
Complete
#37
PS Budget Review
Public Sector / Government
Finance
XLSX
Auto
Maximum
Excel, Deep Research
Calendar, SharePoint, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
1,241
$12.41
Complete
#38
PS Budget Review
Public Sector / Government
Finance
XLSX
Auto
Medium
Excel
SharePoint, Outlook, Teams, Web Search, Work IQ
228
$2.28
Complete
#39
PS Budget Review
Public Sector / Government
Finance
XLSX
Auto
Light
Excel
SharePoint, Web Search, Work IQ
138
$1.38
Complete
#40
PS Budget Review
Public Sector / Government
Finance
XLSX
Fable 5.1
Maximum
Excel
SharePoint, Microsoft Graph, Outlook, Web Search, Work IQ
1,795
$17.95
Complete
#41
PS Budget Review
Public Sector / Government
Finance
XLSX
Fable 5.1
Medium
Excel
SharePoint, Outlook, Web Search, Work IQ
1,583
$15.83
Complete
#42
PS Budget Review
Public Sector / Government
Finance
XLSX
Fable 5.1
Light
Excel
SharePoint, Outlook, Web Search, Work IQ
841
$8.41
Complete
#43
PS Budget Review
Public Sector / Government
Finance
XLSX
Opus 5
Maximum
Excel
Calendar, SharePoint, Outlook, Teams, Web Search, Work IQ
365
$3.65
Complete
#44
PS Budget Review
Public Sector / Government
Finance
XLSX
Opus 5
Medium
Excel
Calendar, Outlook, Web Search, Work IQ
314
$3.14
Complete
#45
PS Budget Review
Public Sector / Government
Finance
XLSX
Opus 5
Light
Excel
Web Search, Work IQ
170
$1.70
Complete
#46
ENU IT Dashboard
Energy & Utilities
IT / Engineering
HTML
Auto
Maximum
</> HTML, Content Creation
Calendar, SharePoint, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
681
$6.81
Complete
#47
ENU IT Dashboard
Energy & Utilities
IT / Engineering
HTML
Auto
Medium
</> HTML, Content Creation
Calendar, SharePoint, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
219
$2.19
Complete
#48
ENU IT Dashboard
Energy & Utilities
IT / Engineering
HTML
Auto
Light
</> HTML, Content Creation
Microsoft Graph, Outlook, Teams, Web Search, Work IQ
200
$2.00
Complete
#49
ENU IT Dashboard
Energy & Utilities
IT / Engineering
HTML
Fable 5.1
Maximum
</> HTML, Content Creation
Calendar, SharePoint, Microsoft Graph, Outlook, People, Teams, Web Search, Work IQ
1,127
$11.27
Complete
#50
ENU IT Dashboard
Energy & Utilities
IT / Engineering
HTML
Fable 5.1
Medium
</> HTML, Content Creation
Calendar, SharePoint, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
500
$5.00
Complete
#51
ENU IT Dashboard
Energy & Utilities
IT / Engineering
HTML
Fable 5.1
Light
</> HTML, Content Creation
SharePoint, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
343
$3.43
Complete
#52
ENU IT Dashboard
Energy & Utilities
IT / Engineering
HTML
Opus 5
Maximum
</> HTML, Content Creation
Calendar, SharePoint, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
503
$5.03
Complete
#53
ENU IT Dashboard
Energy & Utilities
IT / Engineering
HTML
Opus 5
Medium
</> HTML, Content Creation
Calendar, SharePoint, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
260
$2.60
Complete
#54
ENU IT Dashboard
Energy & Utilities
IT / Engineering
HTML
Opus 5
Light
</> HTML, Content Creation
Microsoft Graph, Outlook, Web Search, Work IQ
164
$1.64
Complete
#55
PRO Compliance
Professional Services
Legal / Compliance
DOCX
Auto
Maximum
Word
SharePoint, Outlook, Teams, Web Search, Work IQ
875
$8.75
Complete
#56
PRO Compliance
Professional Services
Legal / Compliance
DOCX
Auto
Medium
Word
SharePoint, Outlook, Web Search, Work IQ
416
$4.16
Complete
#57
PRO Compliance
Professional Services
Legal / Compliance
DOCX
Auto
Light
Word
SharePoint, Web Search, Work IQ
268
$2.68
Complete
#58
PRO Compliance
Professional Services
Legal / Compliance
DOCX
Fable 5.1
Maximum
Word
SharePoint, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
903
$9.03
Complete
#59
PRO Compliance
Professional Services
Legal / Compliance
DOCX
Fable 5.1
Medium
Word
SharePoint, Microsoft Graph, Outlook, Web Search, Work IQ
770
$7.70
Complete
#60
PRO Compliance
Professional Services
Legal / Compliance
DOCX
Fable 5.1
Light
Word
SharePoint, Outlook, Teams, Web Search, Work IQ
324
$3.24
Complete
#61
PRO Compliance
Professional Services
Legal / Compliance
DOCX
Opus 5
Maximum
Word
Calendar, SharePoint, Outlook, Teams, Web Search, Work IQ
1,079
$10.79
Complete
#62
PRO Compliance
Professional Services
Legal / Compliance
DOCX
Opus 5
Medium
Word
SharePoint, Outlook, Web Search, Work IQ
380
$3.80
Complete
#63
PRO Compliance
Professional Services
Legal / Compliance
DOCX
Opus 5
Light
Word
SharePoint, Web Search, Work IQ
266
$2.66
Complete
#64
EXEC QBR
Cross-industry
Executive Leadership
PPTX
Auto
Maximum
PowerPoint, Deep Research
Calendar, SharePoint, Outlook, Teams, Web Search, Work IQ
1,708
$17.08
Complete
#65
EXEC QBR
Cross-industry
Executive Leadership
PPTX
Auto
Medium
PowerPoint
Calendar, SharePoint, Outlook, Teams, Web Search, Work IQ
657
$6.57
Complete
#66
EXEC QBR
Cross-industry
Executive Leadership
PPTX
Auto
Light
PowerPoint
Calendar, Outlook, Teams, Web Search, Work IQ
713
$7.13
Complete
#67
EXEC QBR
Cross-industry
Executive Leadership
PPTX
Fable 5.1
Maximum
PowerPoint
Calendar, SharePoint, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
2,436
$24.36
Complete
#68
EXEC QBR
Cross-industry
Executive Leadership
PPTX
Fable 5.1
Medium
PowerPoint
Calendar, SharePoint, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
926
$9.26
Complete
#69
EXEC QBR
Cross-industry
Executive Leadership
PPTX
Fable 5.1
Light
PowerPoint
Calendar, SharePoint, Outlook, Teams, Web Search, Work IQ
1,581
$15.81
Complete
#70
EXEC QBR
Cross-industry
Executive Leadership
PPTX
Opus 5
Maximum
PowerPoint
Calendar, SharePoint, Outlook, Teams, Web Search, Work IQ
916
$9.16
Complete
#71
EXEC QBR
Cross-industry
Executive Leadership
PPTX
Opus 5
Medium
PowerPoint
Calendar, Outlook, Teams, Web Search, Work IQ
992
$9.92
Complete
#72
EXEC QBR
Cross-industry
Executive Leadership
PPTX
Opus 5
Light
PowerPoint
Calendar, SharePoint, Outlook, Teams, Web Search, Work IQ
506
$5.06
Complete
#73
CS Themes
Cross-industry
Customer Service / Support
DOCX
Auto
Maximum
Word
Calendar, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
867
$8.67
Complete
#74
CS Themes
Cross-industry
Customer Service / Support
DOCX
Auto
Medium
Word
Calendar, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
336
$3.36
Complete
#75
CS Themes
Cross-industry
Customer Service / Support
DOCX
Auto
Light
Word
Calendar, Outlook, Teams, Web Search, Work IQ
360
$3.60
Complete
#76
CS Themes
Cross-industry
Customer Service / Support
DOCX
Fable 5.1
Maximum
Word
Calendar, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
860
$8.60
Complete
#77
CS Themes
Cross-industry
Customer Service / Support
DOCX
Fable 5.1
Medium
Word
Calendar, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
541
$5.41
Complete
#78
CS Themes
Cross-industry
Customer Service / Support
DOCX
Fable 5.1
Light
Word
Calendar, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
390
$3.90
Complete
#79
CS Themes
Cross-industry
Customer Service / Support
DOCX
Opus 5
Maximum
Word
Calendar, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
843
$8.43
Complete
#80
CS Themes
Cross-industry
Customer Service / Support
DOCX
Opus 5
Medium
Word
Calendar, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
479
$4.79
Complete
#81
CS Themes
Cross-industry
Customer Service / Support
DOCX
Opus 5
Light
Word
Calendar, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
303
$3.03
Complete
#82
PMO Actions
Cross-industry
Project / Programme Management
XLSX
Auto
Maximum
Excel
Calendar, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
603
$6.03
Complete
#83
PMO Actions
Cross-industry
Project / Programme Management
XLSX
Auto
Medium
Excel
Microsoft Graph, Outlook, Teams, Web Search, Work IQ
278
$2.78
Complete
#84
PMO Actions
Cross-industry
Project / Programme Management
XLSX
Auto
Light
Excel
Microsoft Graph, Outlook, Teams, Web Search, Work IQ
136
$1.36
Complete
#85
PMO Actions
Cross-industry
Project / Programme Management
XLSX
Fable 5.1
Maximum
Excel
Calendar, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
979
$9.79
Complete
#86
PMO Actions
Cross-industry
Project / Programme Management
XLSX
Fable 5.1
Medium
Excel
Microsoft Graph, Outlook, Teams, Web Search, Work IQ
433
$4.33
Complete
#87
PMO Actions
Cross-industry
Project / Programme Management
XLSX
Fable 5.1
Light
Excel
Microsoft Graph, Outlook, Teams, Web Search, Work IQ
476
$4.76
Complete
#88
PMO Actions
Cross-industry
Project / Programme Management
XLSX
Opus 5
Maximum
Excel
Calendar, SharePoint, Microsoft Graph, Outlook, Teams, Web Search, Work IQ
718
$7.18
Complete
#89
PMO Actions
Cross-industry
Project / Programme Management
XLSX
Opus 5
Medium
Excel
Microsoft Graph, Outlook, Teams, Web Search, Work IQ
602
$6.02
Complete
#90
PMO Actions
Cross-industry
Project / Programme Management
XLSX
Opus 5
Light
Excel
Microsoft Graph, Outlook, Teams, Web Search, Work IQ
120
$1.20
Complete
Total — 90 metered runs
67,218
$672.18
05
Output profiles
Objective measures taken from the 90 generated files, so cost can be read against what was delivered. Size and structure columns adapt to the output type (words and headings for Word, slides and charts for PowerPoint, sheets and rows for Excel). Use the filters to isolate a task, model or effort level and click any heading to sort. These are counts, not quality judgements — open the evidence to judge that.
Size = body words (Word), slides and slide text (PowerPoint) or sheets and populated rows (Excel). Structure counts headings, tables, charts and images; for decks it also shows how many slides carry speaker notes. Links = hyperlinks found in the file body (speaker notes excluded). Meets brief = the structural asks in the prompt (cited Word document with tables; the requested slide count; a multi-sheet, cited workbook). Cost per unit = credits per 1,000 words (Word, PowerPoint) or per populated row (Excel), shown only where cost is recorded.
06
Compare runs side by side
Pick up to three runs — any task, model or effort level — and see their cost, output profile and generated artefact next to each other. Best value in each row is highlighted where lower or higher is unambiguously better. The two preset buttons build the set from whichever run is chosen as Run A.
Choose at least two runs, or use one of the preset buttons.
FS Account Plan — Word document · Financial Services (Banking) · Sales / Account Management (9 outputs)
Prompt used FS Account Plan · Financial Services (Banking) · Sales / Account Management · Word document
Build an account plan for my most active banking customer this quarter. Pull the latest context from my emails, Teams chats and meetings with that account, plus any related files in SharePoint/OneDrive. Then use Web Search for the customer's latest public news, results and strategic priorities. Produce a Word document with: executive summary, relationship map, open opportunities and risks, competitive landscape, and a 90-day action plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
2. Page 2
3. Page 3
Previews show the first pages only; open the file for the full content.
Prompt used FS Account Plan · Financial Services (Banking) · Sales / Account Management · Word document
Build an account plan for my most active banking customer this quarter. Pull the latest context from my emails, Teams chats and meetings with that account, plus any related files in SharePoint/OneDrive. Then use Web Search for the customer's latest public news, results and strategic priorities. Produce a Word document with: executive summary, relationship map, open opportunities and risks, competitive landscape, and a 90-day action plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
2. Page 2
3. Page 3
Previews show the first pages only; open the file for the full content.
Prompt used FS Account Plan · Financial Services (Banking) · Sales / Account Management · Word document
Build an account plan for my most active banking customer this quarter. Pull the latest context from my emails, Teams chats and meetings with that account, plus any related files in SharePoint/OneDrive. Then use Web Search for the customer's latest public news, results and strategic priorities. Produce a Word document with: executive summary, relationship map, open opportunities and risks, competitive landscape, and a 90-day action plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
2. Page 2
3. Page 3
Previews show the first pages only; open the file for the full content.
Prompt used FS Account Plan · Financial Services (Banking) · Sales / Account Management · Word document
Build an account plan for my most active banking customer this quarter. Pull the latest context from my emails, Teams chats and meetings with that account, plus any related files in SharePoint/OneDrive. Then use Web Search for the customer's latest public news, results and strategic priorities. Produce a Word document with: executive summary, relationship map, open opportunities and risks, competitive landscape, and a 90-day action plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
2. Page 2
3. Page 3
Previews show the first pages only; open the file for the full content.
Prompt used FS Account Plan · Financial Services (Banking) · Sales / Account Management · Word document
Build an account plan for my most active banking customer this quarter. Pull the latest context from my emails, Teams chats and meetings with that account, plus any related files in SharePoint/OneDrive. Then use Web Search for the customer's latest public news, results and strategic priorities. Produce a Word document with: executive summary, relationship map, open opportunities and risks, competitive landscape, and a 90-day action plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
2. Page 2
3. Page 3
Previews show the first pages only; open the file for the full content.
Prompt used FS Account Plan · Financial Services (Banking) · Sales / Account Management · Word document
Build an account plan for my most active banking customer this quarter. Pull the latest context from my emails, Teams chats and meetings with that account, plus any related files in SharePoint/OneDrive. Then use Web Search for the customer's latest public news, results and strategic priorities. Produce a Word document with: executive summary, relationship map, open opportunities and risks, competitive landscape, and a 90-day action plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
2. Page 2
3. Page 3
Previews show the first pages only; open the file for the full content.
Prompt used FS Account Plan · Financial Services (Banking) · Sales / Account Management · Word document
Build an account plan for my most active banking customer this quarter. Pull the latest context from my emails, Teams chats and meetings with that account, plus any related files in SharePoint/OneDrive. Then use Web Search for the customer's latest public news, results and strategic priorities. Produce a Word document with: executive summary, relationship map, open opportunities and risks, competitive landscape, and a 90-day action plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
2. Page 2
3. Page 3
Previews show the first pages only; open the file for the full content.
Prompt used FS Account Plan · Financial Services (Banking) · Sales / Account Management · Word document
Build an account plan for my most active banking customer this quarter. Pull the latest context from my emails, Teams chats and meetings with that account, plus any related files in SharePoint/OneDrive. Then use Web Search for the customer's latest public news, results and strategic priorities. Produce a Word document with: executive summary, relationship map, open opportunities and risks, competitive landscape, and a 90-day action plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
2. Page 2
3. Page 3
Previews show the first pages only; open the file for the full content.
Document outline
How this plan was built
1. Executive summary
Account snapshot
2. Relationship map
U.S. Bank stakeholders (public record)
How2Demos coverage team
3. Open opportunities and risks
Opportunity register
Risk register
4. Competitive landscape
Peer benchmark, second quarter 2026
Competition for U.S. Bank's technology and advisory spend
5. 90-day action plan (3 September to 2 December 2026)
Prompt used FS Account Plan · Financial Services (Banking) · Sales / Account Management · Word document
Build an account plan for my most active banking customer this quarter. Pull the latest context from my emails, Teams chats and meetings with that account, plus any related files in SharePoint/OneDrive. Then use Web Search for the customer's latest public news, results and strategic priorities. Produce a Word document with: executive summary, relationship map, open opportunities and risks, competitive landscape, and a 90-day action plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
2. Page 2
3. Page 3
Previews show the first pages only; open the file for the full content.
Document outline
1. Executive Summary
Account at a glance (Q2 2026, reported 16 July 2026)
2. Customer Context and Strategic Priorities
What each priority means for How2Demos
3. Relationship Map
U.S. Bank stakeholders (public record)
How2Demos account team and internal engagement history
4. Open Opportunities
5. Risks
6. Competitive Landscape
U.S. Bank among its peers
The field How2Demos competes in
7. 90-Day Action Plan (3 September to 2 December 2026)
Create a supply-chain risk tracker. Scan my email and Teams for supplier, logistics, delay or shortage discussions in the last 90 days, and check my meeting notes for related decisions. Use Web Search for current commodity price and freight trend indicators. Produce an Excel workbook with a Risk Register (risk, supplier, impact, likelihood, owner, mitigation, source) plus a Summary sheet with counts by severity. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
2. Page 2
3. Page 3
Previews show the first pages only; open the file for the full content.
Create a supply-chain risk tracker. Scan my email and Teams for supplier, logistics, delay or shortage discussions in the last 90 days, and check my meeting notes for related decisions. Use Web Search for current commodity price and freight trend indicators. Produce an Excel workbook with a Risk Register (risk, supplier, impact, likelihood, owner, mitigation, source) plus a Summary sheet with counts by severity. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
2. Page 2
3. Page 3
Previews show the first pages only; open the file for the full content.
Create a supply-chain risk tracker. Scan my email and Teams for supplier, logistics, delay or shortage discussions in the last 90 days, and check my meeting notes for related decisions. Use Web Search for current commodity price and freight trend indicators. Produce an Excel workbook with a Risk Register (risk, supplier, impact, likelihood, owner, mitigation, source) plus a Summary sheet with counts by severity. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
2. Page 2
3. Page 3
Previews show the first pages only; open the file for the full content.
Create a supply-chain risk tracker. Scan my email and Teams for supplier, logistics, delay or shortage discussions in the last 90 days, and check my meeting notes for related decisions. Use Web Search for current commodity price and freight trend indicators. Produce an Excel workbook with a Risk Register (risk, supplier, impact, likelihood, owner, mitigation, source) plus a Summary sheet with counts by severity. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
2. Page 2
3. Page 3
Previews show the first pages only; open the file for the full content.
Create a supply-chain risk tracker. Scan my email and Teams for supplier, logistics, delay or shortage discussions in the last 90 days, and check my meeting notes for related decisions. Use Web Search for current commodity price and freight trend indicators. Produce an Excel workbook with a Risk Register (risk, supplier, impact, likelihood, owner, mitigation, source) plus a Summary sheet with counts by severity. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
2. Page 2
3. Page 3
Previews show the first pages only; open the file for the full content.
Create a supply-chain risk tracker. Scan my email and Teams for supplier, logistics, delay or shortage discussions in the last 90 days, and check my meeting notes for related decisions. Use Web Search for current commodity price and freight trend indicators. Produce an Excel workbook with a Risk Register (risk, supplier, impact, likelihood, owner, mitigation, source) plus a Summary sheet with counts by severity. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
2. Page 2
3. Page 3
Previews show the first pages only; open the file for the full content.
Create a supply-chain risk tracker. Scan my email and Teams for supplier, logistics, delay or shortage discussions in the last 90 days, and check my meeting notes for related decisions. Use Web Search for current commodity price and freight trend indicators. Produce an Excel workbook with a Risk Register (risk, supplier, impact, likelihood, owner, mitigation, source) plus a Summary sheet with counts by severity. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
2. Page 2
3. Page 3
Previews show the first pages only; open the file for the full content.
Create a supply-chain risk tracker. Scan my email and Teams for supplier, logistics, delay or shortage discussions in the last 90 days, and check my meeting notes for related decisions. Use Web Search for current commodity price and freight trend indicators. Produce an Excel workbook with a Risk Register (risk, supplier, impact, likelihood, owner, mitigation, source) plus a Summary sheet with counts by severity. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
2. Page 2
3. Page 3
Previews show the first pages only; open the file for the full content.
Create a supply-chain risk tracker. Scan my email and Teams for supplier, logistics, delay or shortage discussions in the last 90 days, and check my meeting notes for related decisions. Use Web Search for current commodity price and freight trend indicators. Produce an Excel workbook with a Risk Register (risk, supplier, impact, likelihood, owner, mitigation, source) plus a Summary sheet with counts by severity. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
2. Page 2
3. Page 3
Previews show the first pages only; open the file for the full content.
Prompt used HLS Workforce · Healthcare / Life Sciences · Human Resources · PowerPoint deck
Prepare a workforce and hiring update for leadership. Use my email, Teams and meetings to gather current hiring, onboarding and retention topics my team is discussing, and my org data for team structure. Use Web Search for current healthcare talent market and clinical staffing trends. Produce a 6-slide PowerPoint: current state, key issues, market context, risks, recommendations, next steps. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Hiring capacity sits with a small, Toronto-based HR core
2. Three issues shape hiring, onboarding and retention now
3. The external clinical labour market is tightening, not easing
Prompt used HLS Workforce · Healthcare / Life Sciences · Human Resources · PowerPoint deck
Prepare a workforce and hiring update for leadership. Use my email, Teams and meetings to gather current hiring, onboarding and retention topics my team is discussing, and my org data for team structure. Use Web Search for current healthcare talent market and clinical staffing trends. Produce a 6-slide PowerPoint: current state, key issues, market context, risks, recommendations, next steps. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Hiring and onboarding run through a six-seat HR core serving a 66-person Toronto org
2. Three gaps stand out: thin HR capacity, no pipeline visibility, and contract seats in core roles
3. Acute-care benchmarks worsened in 2026: RN turnover 17.6%, one in three hospitals above 10% vacancy
Prompt used HLS Workforce · Healthcare / Life Sciences · Human Resources · PowerPoint deck
Prepare a workforce and hiring update for leadership. Use my email, Teams and meetings to gather current hiring, onboarding and retention topics my team is discussing, and my org data for team structure. Use Web Search for current healthcare talent market and clinical staffing trends. Produce a 6-slide PowerPoint: current state, key issues, market context, risks, recommendations, next steps. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Our HR organisation is 31 people, 81% consultant, with four dedicated operations seats
2. Three pressures converge on early tenure: first-year exits, cover cost and a thin HR bench
3. Turnover is highest in the frontline support roles that feed the clinical bench
Prompt used HLS Workforce · Healthcare / Life Sciences · Human Resources · PowerPoint deck
Prepare a workforce and hiring update for leadership. Use my email, Teams and meetings to gather current hiring, onboarding and retention topics my team is discussing, and my org data for team structure. Use Web Search for current healthcare talent market and clinical staffing trends. Produce a 6-slide PowerPoint: current state, key issues, market context, risks, recommendations, next steps. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Current state: we are tracking hiring, onboarding and retention across three fronts
2. Four issues are driving our hiring and retention pressure
3. Market context: RN turnover climbed to 17.6% in 2026, and behavioural health is worse
Prompt used HLS Workforce · Healthcare / Life Sciences · Human Resources · PowerPoint deck
Prepare a workforce and hiring update for leadership. Use my email, Teams and meetings to gather current hiring, onboarding and retention topics my team is discussing, and my org data for team structure. Use Web Search for current healthcare talent market and clinical staffing trends. Produce a 6-slide PowerPoint: current state, key issues, market context, risks, recommendations, next steps. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Hiring capacity is thin: 4 HR seats support a 31-person org
2. Three issues dominate: capacity, onboarding hand-off, retention signal
3. RN turnover climbed to 17.6% nationally, led by behavioral health at 22.5%
Prompt used HLS Workforce · Healthcare / Life Sciences · Human Resources · PowerPoint deck
Prepare a workforce and hiring update for leadership. Use my email, Teams and meetings to gather current hiring, onboarding and retention topics my team is discussing, and my org data for team structure. Use Web Search for current healthcare talent market and clinical staffing trends. Produce a 6-slide PowerPoint: current state, key issues, market context, risks, recommendations, next steps. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Hiring runs through a 31-person HR-led org
2. No hiring, onboarding or retention data in email, Teams or meetings.
3. Contingent clinical labour is stabilising, not rebounding
Prompt used HLS Workforce · Healthcare / Life Sciences · Human Resources · PowerPoint deck
Prepare a workforce and hiring update for leadership. Use my email, Teams and meetings to gather current hiring, onboarding and retention topics my team is discussing, and my org data for team structure. Use Web Search for current healthcare talent market and clinical staffing trends. Produce a 6-slide PowerPoint: current state, key issues, market context, risks, recommendations, next steps. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
Prompt used HLS Workforce · Healthcare / Life Sciences · Human Resources · PowerPoint deck
Prepare a workforce and hiring update for leadership. Use my email, Teams and meetings to gather current hiring, onboarding and retention topics my team is discussing, and my org data for team structure. Use Web Search for current healthcare talent market and clinical staffing trends. Produce a 6-slide PowerPoint: current state, key issues, market context, risks, recommendations, next steps. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Current state: Lisa Taylor's HR-led org spans 66+ people, with six roles dedicated to hiring and talent
2. Key issues: three gaps block a committed hiring plan — visibility, capacity and contract reliance
3. Market context: US hospital RN turnover rose to 17.6% in 2025 while net RN hiring slowed to 2.9%
Prompt used HLS Workforce · Healthcare / Life Sciences · Human Resources · PowerPoint deck
Prepare a workforce and hiring update for leadership. Use my email, Teams and meetings to gather current hiring, onboarding and retention topics my team is discussing, and my org data for team structure. Use Web Search for current healthcare talent market and clinical staffing trends. Produce a 6-slide PowerPoint: current state, key issues, market context, risks, recommendations, next steps. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
Prompt used RET Campaign · Retail / Consumer Goods · Marketing · PowerPoint deck
Build a campaign readout deck. Pull campaign performance discussions, approvals and asset feedback from my email, Teams and recent meetings, plus any campaign files I have. Use Web Search for competitor campaigns and current retail consumer trends. Produce a 5-slide PowerPoint: results vs goals, what worked, competitive/market context, learnings, next campaign plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Goals are documented, but no campaign results were found to measure against them
2. Targeted campaigns and clearer positioning are the two things your teams say worked
3. Retail shoppers bought less often but spent more per order in the first half of 2026
Prompt used RET Campaign · Retail / Consumer Goods · Marketing · PowerPoint deck
Build a campaign readout deck. Pull campaign performance discussions, approvals and asset feedback from my email, Teams and recent meetings, plus any campaign files I have. Use Web Search for competitor campaigns and current retail consumer trends. Produce a 5-slide PowerPoint: results vs goals, what worked, competitive/market context, learnings, next campaign plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
Prompt used RET Campaign · Retail / Consumer Goods · Marketing · PowerPoint deck
Build a campaign readout deck. Pull campaign performance discussions, approvals and asset feedback from my email, Teams and recent meetings, plus any campaign files I have. Use Web Search for competitor campaigns and current retail consumer trends. Produce a 5-slide PowerPoint: results vs goals, what worked, competitive/market context, learnings, next campaign plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Targets are quantified, but no campaign actuals
Prompt used RET Campaign · Retail / Consumer Goods · Marketing · PowerPoint deck
Build a campaign readout deck. Pull campaign performance discussions, approvals and asset feedback from my email, Teams and recent meetings, plus any campaign files I have. Use Web Search for competitor campaigns and current retail consumer trends. Produce a 5-slide PowerPoint: results vs goals, what worked, competitive/market context, learnings, next campaign plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Results vs goals: the scorecard frame is set, but no performance figures exist in email, Teams, meetings or fi
2. What worked: a single sharp positioning question, engagement-led targeting, and clear success criteria
3. Market context: retail conversion sits near 2.65%, and mobile now carries almost 80% of traffic
Prompt used RET Campaign · Retail / Consumer Goods · Marketing · PowerPoint deck
Build a campaign readout deck. Pull campaign performance discussions, approvals and asset feedback from my email, Teams and recent meetings, plus any campaign files I have. Use Web Search for competitor campaigns and current retail consumer trends. Produce a 5-slide PowerPoint: results vs goals, what worked, competitive/market context, learnings, next campaign plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. ZavaCore v2 beat its launch performance goals, but campaign outcomes were never measured
2. Product proof, sell-in tooling and CEO air cover carried the launch
3. Without our own funnel data, external 2026 benchmarks are the only yardstick we have
Prompt used RET Campaign · Retail / Consumer Goods · Marketing · PowerPoint deck
Build a campaign readout deck. Pull campaign performance discussions, approvals and asset feedback from my email, Teams and recent meetings, plus any campaign files I have. Use Web Search for competitor campaigns and current retail consumer trends. Produce a 5-slide PowerPoint: results vs goals, what worked, competitive/market context, learnings, next campaign plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
Prompt used RET Campaign · Retail / Consumer Goods · Marketing · PowerPoint deck
Build a campaign readout deck. Pull campaign performance discussions, approvals and asset feedback from my email, Teams and recent meetings, plus any campaign files I have. Use Web Search for competitor campaigns and current retail consumer trends. Produce a 5-slide PowerPoint: results vs goals, what worked, competitive/market context, learnings, next campaign plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Goals are on record; actual results were not found in M365 and must be added before the readout
2. Pre-launch alignment did its job: positioning, persona and legal review were settled before creative began
3. Rivals win on breadth and AI-driven personalization, while shoppers judge value on more than price
Prompt used RET Campaign · Retail / Consumer Goods · Marketing · PowerPoint deck
Build a campaign readout deck. Pull campaign performance discussions, approvals and asset feedback from my email, Teams and recent meetings, plus any campaign files I have. Use Web Search for competitor campaigns and current retail consumer trends. Produce a 5-slide PowerPoint: results vs goals, what worked, competitive/market context, learnings, next campaign plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Six plan targets are defined; no actual results have been reported in M365 yet
2. What worked: positioning got sharper, Legal caught risk early, sell-in assets shipped on plan
3. Retail clicks cost $1.16 vs $2.96 cross-industry; 2026 winners lean on creators and retail media
Prompt used RET Campaign · Retail / Consumer Goods · Marketing · PowerPoint deck
Build a campaign readout deck. Pull campaign performance discussions, approvals and asset feedback from my email, Teams and recent meetings, plus any campaign files I have. Use Web Search for competitor campaigns and current retail consumer trends. Produce a 5-slide PowerPoint: results vs goals, what worked, competitive/market context, learnings, next campaign plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
Prompt used PS Budget Review · Public Sector / Government · Finance · Excel workbook
Produce a budget and spend review. Extract budget, cost, invoice and approval items from my email and Teams for the current fiscal period, and any budget spreadsheets I have. Use Web Search for public-sector inflation and procurement cost benchmarks. Produce an Excel workbook with a line-item sheet (item, owner, planned, actual, variance, comment) and a variance summary with totals. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
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Prompt used PS Budget Review · Public Sector / Government · Finance · Excel workbook
Produce a budget and spend review. Extract budget, cost, invoice and approval items from my email and Teams for the current fiscal period, and any budget spreadsheets I have. Use Web Search for public-sector inflation and procurement cost benchmarks. Produce an Excel workbook with a line-item sheet (item, owner, planned, actual, variance, comment) and a variance summary with totals. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
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Prompt used PS Budget Review · Public Sector / Government · Finance · Excel workbook
Produce a budget and spend review. Extract budget, cost, invoice and approval items from my email and Teams for the current fiscal period, and any budget spreadsheets I have. Use Web Search for public-sector inflation and procurement cost benchmarks. Produce an Excel workbook with a line-item sheet (item, owner, planned, actual, variance, comment) and a variance summary with totals. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
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Prompt used PS Budget Review · Public Sector / Government · Finance · Excel workbook
Produce a budget and spend review. Extract budget, cost, invoice and approval items from my email and Teams for the current fiscal period, and any budget spreadsheets I have. Use Web Search for public-sector inflation and procurement cost benchmarks. Produce an Excel workbook with a line-item sheet (item, owner, planned, actual, variance, comment) and a variance summary with totals. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
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Prompt used PS Budget Review · Public Sector / Government · Finance · Excel workbook
Produce a budget and spend review. Extract budget, cost, invoice and approval items from my email and Teams for the current fiscal period, and any budget spreadsheets I have. Use Web Search for public-sector inflation and procurement cost benchmarks. Produce an Excel workbook with a line-item sheet (item, owner, planned, actual, variance, comment) and a variance summary with totals. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
2. Page 2
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Previews show the first pages only; open the file for the full content.
Prompt used PS Budget Review · Public Sector / Government · Finance · Excel workbook
Produce a budget and spend review. Extract budget, cost, invoice and approval items from my email and Teams for the current fiscal period, and any budget spreadsheets I have. Use Web Search for public-sector inflation and procurement cost benchmarks. Produce an Excel workbook with a line-item sheet (item, owner, planned, actual, variance, comment) and a variance summary with totals. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
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Previews show the first pages only; open the file for the full content.
Prompt used PS Budget Review · Public Sector / Government · Finance · Excel workbook
Produce a budget and spend review. Extract budget, cost, invoice and approval items from my email and Teams for the current fiscal period, and any budget spreadsheets I have. Use Web Search for public-sector inflation and procurement cost benchmarks. Produce an Excel workbook with a line-item sheet (item, owner, planned, actual, variance, comment) and a variance summary with totals. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
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Previews show the first pages only; open the file for the full content.
Prompt used PS Budget Review · Public Sector / Government · Finance · Excel workbook
Produce a budget and spend review. Extract budget, cost, invoice and approval items from my email and Teams for the current fiscal period, and any budget spreadsheets I have. Use Web Search for public-sector inflation and procurement cost benchmarks. Produce an Excel workbook with a line-item sheet (item, owner, planned, actual, variance, comment) and a variance summary with totals. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
2. Page 2
3. Page 3
Previews show the first pages only; open the file for the full content.
Prompt used PS Budget Review · Public Sector / Government · Finance · Excel workbook
Produce a budget and spend review. Extract budget, cost, invoice and approval items from my email and Teams for the current fiscal period, and any budget spreadsheets I have. Use Web Search for public-sector inflation and procurement cost benchmarks. Produce an Excel workbook with a line-item sheet (item, owner, planned, actual, variance, comment) and a variance summary with totals. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
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✘ cites sources (links) · ✔ risk table · ✔ responsive · ✔ dark mode · ✔ self-contained, no script
Prompt used ENU IT Dashboard · Energy & Utilities · IT / Engineering · HTML dashboard
Create a single-page HTML status dashboard for our current technology programme. Gather status, blockers, owners and milestones from my email, Teams channels and recent meeting transcripts. Use Web Search for relevant vendor roadmap or product release information. Produce a self-contained HTML page with programme health cards, milestone timeline, risk table and an external-signals section. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
Page outline
Technology Programme Status Dashboard
Programme health
Milestone timeline
Risks and blockers
External signals (public sources)
The generated dashboard, shown live ENU IT Dashboard - Auto - Light - technology_programme_status_dashboard.html
Scroll inside the frame to read the whole page, or drag its bottom-right corner to resize. Embedded exactly as generated.
✔ cites sources (links) · ✔ risk table · — responsive · — dark mode · ✔ self-contained, no script
Prompt used ENU IT Dashboard · Energy & Utilities · IT / Engineering · HTML dashboard
Create a single-page HTML status dashboard for our current technology programme. Gather status, blockers, owners and milestones from my email, Teams channels and recent meeting transcripts. Use Web Search for relevant vendor roadmap or product release information. Produce a self-contained HTML page with programme health cards, milestone timeline, risk table and an external-signals section. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
✔ cites sources (links) · ✔ risk table · ✔ responsive · ✔ dark mode · ✔ self-contained, no script
Prompt used ENU IT Dashboard · Energy & Utilities · IT / Engineering · HTML dashboard
Create a single-page HTML status dashboard for our current technology programme. Gather status, blockers, owners and milestones from my email, Teams channels and recent meeting transcripts. Use Web Search for relevant vendor roadmap or product release information. Produce a self-contained HTML page with programme health cards, milestone timeline, risk table and an external-signals section. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
Page outline
Cloud ERP Implementation Programme
Reporting position — last recorded programme record is 26 February 2026
Programme Health
Key Figures
Open Blockers & Decisions Required
Milestone Timeline
Risk Register
Vendor Scorecard
External Signals
Sources and Coverage
The generated dashboard, shown live ENU IT Dashboard - Auto - Maximum - erp_programme_dashboard.html
Scroll inside the frame to read the whole page, or drag its bottom-right corner to resize. Embedded exactly as generated.
✔ cites sources (links) · ✔ risk table · — responsive · — dark mode · ✔ self-contained, no script
Prompt used ENU IT Dashboard · Energy & Utilities · IT / Engineering · HTML dashboard
Create a single-page HTML status dashboard for our current technology programme. Gather status, blockers, owners and milestones from my email, Teams channels and recent meeting transcripts. Use Web Search for relevant vendor roadmap or product release information. Produce a self-contained HTML page with programme health cards, milestone timeline, risk table and an external-signals section. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
Page outline
Technology Programme Status Dashboard
Programme Health
Milestone Timeline
Risk & Blocker Register
External Signals — Vendor & Market Context
The generated dashboard, shown live ENU IT Dashboard - Opus 5 - Light - programme_status_dashboard.html
Scroll inside the frame to read the whole page, or drag its bottom-right corner to resize. Embedded exactly as generated.
✔ cites sources (links) · ✔ risk table · — responsive · — dark mode · ✔ self-contained, no script
Prompt used ENU IT Dashboard · Energy & Utilities · IT / Engineering · HTML dashboard
Create a single-page HTML status dashboard for our current technology programme. Gather status, blockers, owners and milestones from my email, Teams channels and recent meeting transcripts. Use Web Search for relevant vendor roadmap or product release information. Produce a self-contained HTML page with programme health cards, milestone timeline, risk table and an external-signals section. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
Page outline
Contoso Technology Programme — Status Dashboard
Programme health status · owner · blockers
Milestone timeline ERP programme — procurement runway and 24-month delivery plan
Risk register from internal evidence · owners as recorded
External signals public benchmarks and vendor roadmap context (web search)
The generated dashboard, shown live ENU IT Dashboard - Opus 5 - Medium - Technology_Programme_Status_Dashboard.html
Scroll inside the frame to read the whole page, or drag its bottom-right corner to resize. Embedded exactly as generated.
✔ cites sources (links) · ✔ risk table · ✔ responsive · ✔ dark mode · ✔ self-contained, no script
Prompt used ENU IT Dashboard · Energy & Utilities · IT / Engineering · HTML dashboard
Create a single-page HTML status dashboard for our current technology programme. Gather status, blockers, owners and milestones from my email, Teams channels and recent meeting transcripts. Use Web Search for relevant vendor roadmap or product release information. Produce a self-contained HTML page with programme health cards, milestone timeline, risk table and an external-signals section. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
Page outline
Enterprise AI & Agentic Programme
01 Programme health
02 Milestone timeline
03 Risk register
04 External signals
The generated dashboard, shown live ENU IT Dashboard - Opus 5 - Maximum - programme_status_dashboard.html
Scroll inside the frame to read the whole page, or drag its bottom-right corner to resize. Embedded exactly as generated.
✔ cites sources (links) · ✔ risk table · ✔ responsive · ✔ dark mode · ✔ self-contained, no script
Prompt used ENU IT Dashboard · Energy & Utilities · IT / Engineering · HTML dashboard
Create a single-page HTML status dashboard for our current technology programme. Gather status, blockers, owners and milestones from my email, Teams channels and recent meeting transcripts. Use Web Search for relevant vendor roadmap or product release information. Produce a self-contained HTML page with programme health cards, milestone timeline, risk table and an external-signals section. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
Page outline
Contoso Technology Programme — Status Dashboard
Programme health
Milestone timeline
Risk & blocker register
External signals — vendor roadmaps & benchmarks
Sources
The generated dashboard, shown live ENU IT Dashboard - Fable 5.1 - Light - technology-programme-status-dashboard.html
Scroll inside the frame to read the whole page, or drag its bottom-right corner to resize. Embedded exactly as generated.
✔ cites sources (links) · ✔ risk table · ✔ responsive · ✔ dark mode · ✔ self-contained, no script
Prompt used ENU IT Dashboard · Energy & Utilities · IT / Engineering · HTML dashboard
Create a single-page HTML status dashboard for our current technology programme. Gather status, blockers, owners and milestones from my email, Teams channels and recent meeting transcripts. Use Web Search for relevant vendor roadmap or product release information. Produce a self-contained HTML page with programme health cards, milestone timeline, risk table and an external-signals section. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
Page outline
Technology Programme — Status Dashboard
1 Programme health by workstream
2 Milestone timeline
3 Risks & blockers
4 External signals — vendor roadmaps & benchmarks
5 Data coverage & gaps
6 Sources
The generated dashboard, shown live ENU IT Dashboard - Fable 5.1 - Medium - technology_programme_status_dashboard.html
Scroll inside the frame to read the whole page, or drag its bottom-right corner to resize. Embedded exactly as generated.
✔ cites sources (links) · ✔ risk table · ✔ responsive · ✔ dark mode · ✔ self-contained, no script
Prompt used ENU IT Dashboard · Energy & Utilities · IT / Engineering · HTML dashboard
Create a single-page HTML status dashboard for our current technology programme. Gather status, blockers, owners and milestones from my email, Teams channels and recent meeting transcripts. Use Web Search for relevant vendor roadmap or product release information. Produce a self-contained HTML page with programme health cards, milestone timeline, risk table and an external-signals section. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
Page outline
Contoso Technology Programme — Status Dashboard
Key figures
Programme health by workstream
Milestone timeline
Risk & blocker register
External signals — vendor roadmaps & benchmarks
Data coverage & gaps
Sources
The generated dashboard, shown live ENU IT Dashboard - Fable 5.1 - Maximum - technology-programme-dashboard.html
Scroll inside the frame to read the whole page, or drag its bottom-right corner to resize. Embedded exactly as generated.
Prompt used PRO Compliance · Professional Services · Legal / Compliance · Word document
Draft a compliance readiness brief. Search my email, Teams and files for policy, audit, privacy or regulatory discussions in the last 6 months. Use Web Search for the current status of the relevant regulations (e.g. EU AI Act, GDPR guidance) and recent enforcement examples. Produce a Word document with: scope, internal findings, regulatory landscape, gap analysis table, and prioritised remediation actions with owners. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
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Document outline
1. Scope and Method
2. Internal Findings
A control framework exists on paper
Privacy and data-residency controls are specified but unevidenced
Accountability is defined by role, not by named person
Risk-classification and transparency work is absent
No audit trail of compliance discussion
3. Regulatory Landscape
EU AI Act — in force, with the 2026 milestone partly unsettled
Prompt used PRO Compliance · Professional Services · Legal / Compliance · Word document
Draft a compliance readiness brief. Search my email, Teams and files for policy, audit, privacy or regulatory discussions in the last 6 months. Use Web Search for the current status of the relevant regulations (e.g. EU AI Act, GDPR guidance) and recent enforcement examples. Produce a Word document with: scope, internal findings, regulatory landscape, gap analysis table, and prioritised remediation actions with owners. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
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Document outline
Executive summary
1. Scope
In scope
Out of scope and limitations
2. Internal findings
Policy architecture is mature on paper
Accountability is assigned but unstaffed
Open compliance items are overdue
Platform and vendor changes are arriving faster than the review cycle
Prompt used PRO Compliance · Professional Services · Legal / Compliance · Word document
Draft a compliance readiness brief. Search my email, Teams and files for policy, audit, privacy or regulatory discussions in the last 6 months. Use Web Search for the current status of the relevant regulations (e.g. EU AI Act, GDPR guidance) and recent enforcement examples. Produce a Word document with: scope, internal findings, regulatory landscape, gap analysis table, and prioritised remediation actions with owners. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
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Document outline
Executive Summary
1. Scope
In scope
Out of scope
Evidence base
2. Internal Findings
2.1 Governance is written down but not stood up
2.2 The two items that would operationalise policy are overdue
2.3 Third-party compliance evidence is missing and the award gate is still open
2.4 Data integrity and identity hygiene signals
3. Regulatory Landscape
3.1 EU AI Act: the deadline moved, but not the one that binds Contoso now
3.2 GDPR: transparency is the 2026 supervisory priority
Prompt used PRO Compliance · Professional Services · Legal / Compliance · Word document
Draft a compliance readiness brief. Search my email, Teams and files for policy, audit, privacy or regulatory discussions in the last 6 months. Use Web Search for the current status of the relevant regulations (e.g. EU AI Act, GDPR guidance) and recent enforcement examples. Produce a Word document with: scope, internal findings, regulatory landscape, gap analysis table, and prioritised remediation actions with owners. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
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Prompt used PRO Compliance · Professional Services · Legal / Compliance · Word document
Draft a compliance readiness brief. Search my email, Teams and files for policy, audit, privacy or regulatory discussions in the last 6 months. Use Web Search for the current status of the relevant regulations (e.g. EU AI Act, GDPR guidance) and recent enforcement examples. Produce a Word document with: scope, internal findings, regulatory landscape, gap analysis table, and prioritised remediation actions with owners. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
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Document outline
1. Scope
2. Internal Findings
2.1 A governance framework exists on paper and is well specified
2.2 Compliance-flagged actions are open and ageing
Prompt used PRO Compliance · Professional Services · Legal / Compliance · Word document
Draft a compliance readiness brief. Search my email, Teams and files for policy, audit, privacy or regulatory discussions in the last 6 months. Use Web Search for the current status of the relevant regulations (e.g. EU AI Act, GDPR guidance) and recent enforcement examples. Produce a Word document with: scope, internal findings, regulatory landscape, gap analysis table, and prioritised remediation actions with owners. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
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Document outline
AI governance, data privacy and regulatory posture
Prompt used PRO Compliance · Professional Services · Legal / Compliance · Word document
Draft a compliance readiness brief. Search my email, Teams and files for policy, audit, privacy or regulatory discussions in the last 6 months. Use Web Search for the current status of the relevant regulations (e.g. EU AI Act, GDPR guidance) and recent enforcement examples. Produce a Word document with: scope, internal findings, regulatory landscape, gap analysis table, and prioritised remediation actions with owners. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
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Prompt used PRO Compliance · Professional Services · Legal / Compliance · Word document
Draft a compliance readiness brief. Search my email, Teams and files for policy, audit, privacy or regulatory discussions in the last 6 months. Use Web Search for the current status of the relevant regulations (e.g. EU AI Act, GDPR guidance) and recent enforcement examples. Produce a Word document with: scope, internal findings, regulatory landscape, gap analysis table, and prioritised remediation actions with owners. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
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Document outline
1. Scope and approach
2. Executive summary
3. Internal findings
3.1 Governance framework is designed, not yet evidenced
3.2 Governance backlog is overdue
3.3 Connector health flags carry compliance and data-integrity risk
3.4 Procurement evaluation treats compliance as a scored criterion
3.5 Reference frameworks are on file
4. Regulatory landscape
4.1 EU AI Act: amended timeline after the Digital Omnibus
4.2 GDPR: enforcement focus on transparency and automated decisions
Prompt used PRO Compliance · Professional Services · Legal / Compliance · Word document
Draft a compliance readiness brief. Search my email, Teams and files for policy, audit, privacy or regulatory discussions in the last 6 months. Use Web Search for the current status of the relevant regulations (e.g. EU AI Act, GDPR guidance) and recent enforcement examples. Produce a Word document with: scope, internal findings, regulatory landscape, gap analysis table, and prioritised remediation actions with owners. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
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Document outline
Executive summary
1. Scope and approach
2. Internal findings
2.1 Governance programme and policy artefacts
2.2 Open governance work items
2.3 Data protection, privacy and third-party data use
2.4 Security, identity and privileged access
2.5 Platform integrity: connectors and automation
3. Regulatory landscape
3.1 EU AI Act after the Digital Omnibus on AI
3.2 GDPR: guidance and legislative outlook
3.3 Recent enforcement examples
4. Gap analysis
5. Prioritised remediation actions
6. Sources
6.1 Internal sources (Microsoft 365 Work IQ, 7 March to 7 September 2026 unless stated)
6.2 External sources (web research, accessed 7 September 2026)
Build a QBR deck for my business. Use my calendar, email, Teams and files from the last quarter to reconstruct what we delivered, what slipped and what decisions were made. Use Web Search for market and competitor developments in that period. Produce a 6-slide PowerPoint: quarter at a glance, delivery scorecard, market context, risks and issues, asks/decisions needed, next-quarter priorities. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Agent strategy and governance groundwork landed; five owner commitments slipped
2. Strategy and governance artifacts shipped, but the open backlog is concentrated in high-priority items
3. The market moved from embedding agents to operating them — governance is now the gate
Build a QBR deck for my business. Use my calendar, email, Teams and files from the last quarter to reconstruct what we delivered, what slipped and what decisions were made. Use Web Search for market and competitor developments in that period. Produce a 6-slide PowerPoint: quarter at a glance, delivery scorecard, market context, risks and issues, asks/decisions needed, next-quarter priorities. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Agent and governance work advanced; commitments and connectors slipped
2. Agent platform and enablement delivered; governance, ERP award and marketing commitments slipped
3. External benchmarks say production agent adoption is still the exception, not the norm
Build a QBR deck for my business. Use my calendar, email, Teams and files from the last quarter to reconstruct what we delivered, what slipped and what decisions were made. Use Web Search for market and competitor developments in that period. Produce a 6-slide PowerPoint: quarter at a glance, delivery scorecard, market context, risks and issues, asks/decisions needed, next-quarter priorities. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
Build a QBR deck for my business. Use my calendar, email, Teams and files from the last quarter to reconstruct what we delivered, what slipped and what decisions were made. Use Web Search for market and competitor developments in that period. Produce a 6-slide PowerPoint: quarter at a glance, delivery scorecard, market context, risks and issues, asks/decisions needed, next-quarter priorities. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
Build a QBR deck for my business. Use my calendar, email, Teams and files from the last quarter to reconstruct what we delivered, what slipped and what decisions were made. Use Web Search for market and competitor developments in that period. Produce a 6-slide PowerPoint: quarter at a glance, delivery scorecard, market context, risks and issues, asks/decisions needed, next-quarter priorities. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Q2 FY26 — agents delivered, ERP award still open
2. Two agent programmes shipped artefacts; the ERP award is still unsigned
3. Strategy and evaluation work landed; three execution commitments slipped
Build a QBR deck for my business. Use my calendar, email, Teams and files from the last quarter to reconstruct what we delivered, what slipped and what decisions were made. Use Web Search for market and competitor developments in that period. Produce a 6-slide PowerPoint: quarter at a glance, delivery scorecard, market context, risks and issues, asks/decisions needed, next-quarter priorities. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
Build a QBR deck for my business. Use my calendar, email, Teams and files from the last quarter to reconstruct what we delivered, what slipped and what decisions were made. Use Web Search for market and competitor developments in that period. Produce a 6-slide PowerPoint: quarter at a glance, delivery scorecard, market context, risks and issues, asks/decisions needed, next-quarter priorities. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Contoso S2P Agent & AI Governance
2. We delivered the strategy and enablement base; governance execution and stakeholder follow-ups slipped
3. Agentic S2P went mainstream this quarter; governance is now the gating factor
Build a QBR deck for my business. Use my calendar, email, Teams and files from the last quarter to reconstruct what we delivered, what slipped and what decisions were made. Use Web Search for market and competitor developments in that period. Produce a 6-slide PowerPoint: quarter at a glance, delivery scorecard, market context, risks and issues, asks/decisions needed, next-quarter priorities. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. QUARTERLY BUSINESS REVIEW · QUARTER AT A GLANCE · JUN–AUG 2026 · COREY GRAY, MARKETING (CONTOSO)
2. Delivery scorecard: four platform items shipped (one unstable); five owed items slipped past their dates
3. Market context: agents are going mainstream fast, and governance is now the deciding factor for success
Build a QBR deck for my business. Use my calendar, email, Teams and files from the last quarter to reconstruct what we delivered, what slipped and what decisions were made. Use Web Search for market and competitor developments in that period. Produce a 6-slide PowerPoint: quarter at a glance, delivery scorecard, market context, risks and issues, asks/decisions needed, next-quarter priorities. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. QUARTERLY BUSINESS REVIEW · AI AGENTS & GOVERNANCE PROGRAM · JUNE – AUGUST 2026
2. Scorecard: 2 delivered, 1 at risk, 3 slipped
3. Rules and agent platforms both moved this quarter
Prompt used CS Themes · Cross-industry · Customer Service / Support · Word document
Summarise customer support themes and produce an improvement plan. Mine my email and Teams for escalations, complaints and recurring issues in the last 90 days, plus meeting discussions about support quality. Use Web Search for current customer-service benchmarks (CSAT, first-contact resolution). Produce a Word document with: top themes with evidence, root causes, benchmark comparison table, and a prioritised improvement plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
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Previews show the first pages only; open the file for the full content.
Prompt used CS Themes · Cross-industry · Customer Service / Support · Word document
Summarise customer support themes and produce an improvement plan. Mine my email and Teams for escalations, complaints and recurring issues in the last 90 days, plus meeting discussions about support quality. Use Web Search for current customer-service benchmarks (CSAT, first-contact resolution). Produce a Word document with: top themes with evidence, root causes, benchmark comparison table, and a prioritised improvement plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
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Previews show the first pages only; open the file for the full content.
Prompt used CS Themes · Cross-industry · Customer Service / Support · Word document
Summarise customer support themes and produce an improvement plan. Mine my email and Teams for escalations, complaints and recurring issues in the last 90 days, plus meeting discussions about support quality. Use Web Search for current customer-service benchmarks (CSAT, first-contact resolution). Produce a Word document with: top themes with evidence, root causes, benchmark comparison table, and a prioritised improvement plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
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Previews show the first pages only; open the file for the full content.
Prompt used CS Themes · Cross-industry · Customer Service / Support · Word document
Summarise customer support themes and produce an improvement plan. Mine my email and Teams for escalations, complaints and recurring issues in the last 90 days, plus meeting discussions about support quality. Use Web Search for current customer-service benchmarks (CSAT, first-contact resolution). Produce a Word document with: top themes with evidence, root causes, benchmark comparison table, and a prioritised improvement plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
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Previews show the first pages only; open the file for the full content.
Prompt used CS Themes · Cross-industry · Customer Service / Support · Word document
Summarise customer support themes and produce an improvement plan. Mine my email and Teams for escalations, complaints and recurring issues in the last 90 days, plus meeting discussions about support quality. Use Web Search for current customer-service benchmarks (CSAT, first-contact resolution). Produce a Word document with: top themes with evidence, root causes, benchmark comparison table, and a prioritised improvement plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
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Previews show the first pages only; open the file for the full content.
Prompt used CS Themes · Cross-industry · Customer Service / Support · Word document
Summarise customer support themes and produce an improvement plan. Mine my email and Teams for escalations, complaints and recurring issues in the last 90 days, plus meeting discussions about support quality. Use Web Search for current customer-service benchmarks (CSAT, first-contact resolution). Produce a Word document with: top themes with evidence, root causes, benchmark comparison table, and a prioritised improvement plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
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Previews show the first pages only; open the file for the full content.
Prompt used CS Themes · Cross-industry · Customer Service / Support · Word document
Summarise customer support themes and produce an improvement plan. Mine my email and Teams for escalations, complaints and recurring issues in the last 90 days, plus meeting discussions about support quality. Use Web Search for current customer-service benchmarks (CSAT, first-contact resolution). Produce a Word document with: top themes with evidence, root causes, benchmark comparison table, and a prioritised improvement plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
2. Page 2
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Previews show the first pages only; open the file for the full content.
Prompt used CS Themes · Cross-industry · Customer Service / Support · Word document
Summarise customer support themes and produce an improvement plan. Mine my email and Teams for escalations, complaints and recurring issues in the last 90 days, plus meeting discussions about support quality. Use Web Search for current customer-service benchmarks (CSAT, first-contact resolution). Produce a Word document with: top themes with evidence, root causes, benchmark comparison table, and a prioritised improvement plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
2. Page 2
3. Page 3
Previews show the first pages only; open the file for the full content.
Prompt used CS Themes · Cross-industry · Customer Service / Support · Word document
Summarise customer support themes and produce an improvement plan. Mine my email and Teams for escalations, complaints and recurring issues in the last 90 days, plus meeting discussions about support quality. Use Web Search for current customer-service benchmarks (CSAT, first-contact resolution). Produce a Word document with: top themes with evidence, root causes, benchmark comparison table, and a prioritised improvement plan. Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
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Previews show the first pages only; open the file for the full content.
Create a consolidated action-item and RAID tracker. Pull open actions, owners and due dates from my recent meeting transcripts, Teams chats and email threads. Use Web Search only to validate any external dependency dates (vendor releases, regulatory deadlines). Produce an Excel workbook with an Actions sheet (action, owner, source, due date, status) and a RAID sheet (risks, assumptions, issues, dependencies). Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
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Previews show the first pages only; open the file for the full content.
Create a consolidated action-item and RAID tracker. Pull open actions, owners and due dates from my recent meeting transcripts, Teams chats and email threads. Use Web Search only to validate any external dependency dates (vendor releases, regulatory deadlines). Produce an Excel workbook with an Actions sheet (action, owner, source, due date, status) and a RAID sheet (risks, assumptions, issues, dependencies). Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
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Previews show the first pages only; open the file for the full content.
Create a consolidated action-item and RAID tracker. Pull open actions, owners and due dates from my recent meeting transcripts, Teams chats and email threads. Use Web Search only to validate any external dependency dates (vendor releases, regulatory deadlines). Produce an Excel workbook with an Actions sheet (action, owner, source, due date, status) and a RAID sheet (risks, assumptions, issues, dependencies). Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
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Previews show the first pages only; open the file for the full content.
Create a consolidated action-item and RAID tracker. Pull open actions, owners and due dates from my recent meeting transcripts, Teams chats and email threads. Use Web Search only to validate any external dependency dates (vendor releases, regulatory deadlines). Produce an Excel workbook with an Actions sheet (action, owner, source, due date, status) and a RAID sheet (risks, assumptions, issues, dependencies). Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
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Previews show the first pages only; open the file for the full content.
Create a consolidated action-item and RAID tracker. Pull open actions, owners and due dates from my recent meeting transcripts, Teams chats and email threads. Use Web Search only to validate any external dependency dates (vendor releases, regulatory deadlines). Produce an Excel workbook with an Actions sheet (action, owner, source, due date, status) and a RAID sheet (risks, assumptions, issues, dependencies). Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
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Previews show the first pages only; open the file for the full content.
Create a consolidated action-item and RAID tracker. Pull open actions, owners and due dates from my recent meeting transcripts, Teams chats and email threads. Use Web Search only to validate any external dependency dates (vendor releases, regulatory deadlines). Produce an Excel workbook with an Actions sheet (action, owner, source, due date, status) and a RAID sheet (risks, assumptions, issues, dependencies). Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
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Previews show the first pages only; open the file for the full content.
Create a consolidated action-item and RAID tracker. Pull open actions, owners and due dates from my recent meeting transcripts, Teams chats and email threads. Use Web Search only to validate any external dependency dates (vendor releases, regulatory deadlines). Produce an Excel workbook with an Actions sheet (action, owner, source, due date, status) and a RAID sheet (risks, assumptions, issues, dependencies). Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
2. Page 2
3. Page 3
Previews show the first pages only; open the file for the full content.
Create a consolidated action-item and RAID tracker. Pull open actions, owners and due dates from my recent meeting transcripts, Teams chats and email threads. Use Web Search only to validate any external dependency dates (vendor releases, regulatory deadlines). Produce an Excel workbook with an Actions sheet (action, owner, source, due date, status) and a RAID sheet (risks, assumptions, issues, dependencies). Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
1. Page 1
2. Page 2
3. Page 3
Previews show the first pages only; open the file for the full content.
Create a consolidated action-item and RAID tracker. Pull open actions, owners and due dates from my recent meeting transcripts, Teams chats and email threads. Use Web Search only to validate any external dependency dates (vendor releases, regulatory deadlines). Produce an Excel workbook with an Actions sheet (action, owner, source, due date, status) and a RAID sheet (risks, assumptions, issues, dependencies). Use my M365 Work IQ (email, Teams chats, meetings and files) as the primary source, and Web Search for external/public benchmarks. Cite sources.
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Previews show the first pages only; open the file for the full content.
Working rules from the complete 90-run matrix. Each cell is a single run, so treat them as strong indications rather than measured policy — see the caveats below.
Start at Medium; step down before stepping up.
Medium delivered structurally complete outputs at a median 47% of the Maximum cost (range 18–108%; in 1 cell it cost more than Maximum). Light is usually cheaper again — a median 63% of Medium — but in 6 of 30 pairs it cost the same or more, so check rather than assume.
Size the deliverable before you touch the model picker.
Ranked like-for-like, the task moves cost a median 4.5×, the effort setting 3.0×, and the choice between Auto and Opus 5 only 1.4×. Decks are the expensive shape — 45% of all credits from 30% of runs — so scope the deck before optimising anything else.
Treat model choice as a per-task decision — Opus 5 if you must pick blind.
Opus 5 was cheapest in 17 of 30 cells, 18% cheaper than Auto in total and cheaper in aggregate at every effort level. Auto still won 13 cells, so for anything repeated (weekly trackers, monthly decks) run both once at Medium and lock in the cheaper one.
Plan for Fable 5.1 as a premium, metered model.
Fable 5.1 cost a median 1.6× (0.6–6.9×) the Auto/Opus 5 figure for the same cell, beat one of them in only 7 of 60 pairings, and produced the most expensive run in the set. It linked its sources more consistently than either, so reserve it for work where that depth is worth paying for — and re-check its pricing while it is in preview.
Judge the meter against the time it returns.
At a $72/hour loaded rate the average deliverable ($7.47) pays for itself after 6 minutes of saved time; the most expensive run in the matrix ($36.82) needs 31 minutes. Even a Maximum-effort deck clears its cost in under a quarter of an hour.
08
Method, sources & caveats
Sources
Test log: Cowork-Universal-Test-Matrix.xlsx (sheet Comparison, 90 rows) — task, industry, department, prompt, output type, model, effort, skills & plugins, tools, cost in credits and USD. Every cost figure in this report is reproduced from that sheet.
Evidence: BojanBuhac/Cowork-Comparison-Analysis → evidence on GitHub — 90 generated files, named Task – Model – Effort – title, published publicly so every figure in this report can be checked against the artefact it came from. Office files link to the Microsoft Office web viewer (opens in the browser, no sign-in), a direct download, and the file's GitHub page; HTML dashboards are embedded live in the report and can be downloaded from GitHub.
Output measures (words, headings, tables, slides, notes, charts, sheets, rows, formulas, source links) were extracted from the files themselves; page and slide previews were rendered from the files for this report and may differ slightly from Office rendering.
One run per cell. Cowork is not deterministic; repeat runs are needed to estimate variance before treating a difference as real.
Task and format are still partly confounded. Output types map to a small number of tasks each (DOCX: 3 task(s), XLSX: 3 task(s), PPTX: 3 task(s)), so format averages still carry the character of those particular tasks.
Fable 5.1 is a preview model; its availability and metering may change.
Cost unit. Credits and USD are reproduced as entered in the workbook ($0.01 per credit).
Break-even is an assumption, not a measurement. The $72/hour fully loaded rate is a planning figure chosen for this report; no time-saving was measured in these tests. Break-even shows only how much saved time would cover the metered cost — substitute your own rate.
2 of 3 runs selected
Select up to three runs, then compare them side by side.
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