Level9 · Working paper overviewSeptember 2026

We've done it backwards

We put AI on every desk and left the room that decides exactly as it was. Flip the order: decide in days, and let the weeks be work.

The decisioning levelLevel9OS · StratOS
01 · The gapMeasured

People got faster. Almost no company got richer.

80%of respondents say AI made them personally more productiveQuestion 1 · their own work
37%say their company saw any EBIT impact from AI at allQuestion 2 · company earnings
6%work at a company earning 5% or more of its EBIT from AIQuestion 2 · company earnings
McKinsey, State of AI 2026 · 1,719 respondents. Two different questions, not a funnel.Separately, 81% of organizations report no meaningful bottom-line gain · McKinsey 2026
02 · Two levelsMeasured

We loaded the doing level and left the decisioning level empty.

Decisioning levelWe left this empty

The written question, the functions that have to sit in and the page one person signs.

Signed
17%of CXOs actively use AI in strategic decisionsCapgemini 2026 · 500 CXOs
15%of 365 companies decided effectivelyBain 2006
Doing levelWe loaded this

Every desk, every agent and every private deck, pushing output up into a room that still decides the old way.

75%of knowledge workers use generative AI at workWTI 2024 · 31,000 workers
78%of those AI users bring their own toolsWTI 2024
Each figure is a share of the group named in its label.Level9 · We've done it backwards
03 · One questionIllustrative

One operating question takes ten weeks, and nobody signs.

The call: an 800-person company asks whether to combine its East and West support offices, because West wait times are the problem. The old way: three executive meetings with chairs empty, weeks of slides, and Legal and HR hearing about it after the vote. Week 10: fourteen people still guessing their jobs, and the wait times haven't moved.
W1W2W3W4W5W6W7W8W9W10
The old way
MeetingsMtg2 outAgainVoteRedo
TeamsSlides, practice, status · hundreds of hours
Legal, HRAfter
Document first
Every functionFile
Exec teamSign
TeamsThe work · named owners, bound to the page
A composite of a meeting every operator knows, not a named firm.Black is a meeting · yellow is prep · blue is the file, the signature and the work
04 · Forty yearsMeasured

Of 300,000 hours behind one weekly meeting, 7,000 are the meeting.

The executive meeting itself7,000
11 unit-head briefings20,000
21 team meetings63,000
130 prep meetings210,000
Each square is 1,000 person-hours a year · Mankins, Brahm and Caimi, HBR 2014 · slide work not countedBain 2006: about 15% of 365 companies decided effectively
05 · The billMeasured · 2025 and 2026 data

You're already paying for the pile.

2 minbetween interruptions for the heaviest users during core hoursMicrosoft 2025
22%of managers worldwide are engaged, down from 31% in 2022Gallup 2026
12%median US voluntary turnover in 2025, against 9% before the pandemicSHRM 2025
81%of organizations report no meaningful bottom-line gain from AIMcKinsey 2026 · 10,000+ executives
PowerPoint edits jump 122% in the final 10 minutes before a meeting · Microsoft 2025None of this is a savings claim for a named company
06 · The price of one decisionConstructed

One decision takes 250 hours the old way and 25 in a file.

One decision · labor at $95 an hour
The old wayMidpoint of 100 to 400 hrs250 hrs · $23,750
Document firstFiling, one read, one meeting25 hrs · $2,375
A year of decisions
8 decisions, old way2,000 hrs · $190k
24 decisions, file first600 hrs · $57k
1,400hours back in one year for an 800-person company
$133kof labor, priced at $95 an hour
3×the signed decisions, 24 against 8
$95 blends loaded operations ($74) and financial manager ($117) rates · BLS OEWS May 2025, ECEC March 2026A floor, not a named-firm return
07 · The flipSame company, same question, different order

Decide in days. Let the weeks be work.

1

Write the question

One sentence a person can sign, not a topic that breeds decks.

2

Give every function a seat

Its own data, limits and history, so finance attacks cash and operations attacks what breaks.

3

Run two passes

Hidden facts first, then attacks, with someone in the middle who takes no side.

4

Ship one file

The answer, the vote by seat, the losing side and the facts that force a reopen.

5

Hold one meeting

Sign or send it back, and every why-not points at a page.

More discussion before a vote made groups worse · Taubert et al., ACL 2025Structure is the variable, not more voices
08 · The fileIllustrative

The room reads a file, not a deck.

The losing side stays on the page

Operations said no and why, in its own words, before the COO signed.

Unsourced claims get stripped, visibly

Nothing reaches the signer without a source in some seat's own data.

Reopen facts replace re-debates

The conditions that force a new session are named before the work starts.

Decision file EW-01Ready to sign6 seats · pass 2 of 2
The question Do we combine East and West support into one organization?
FinanceForCash case holds if the lease exit lands in year one. OperationsAgainstOne queue fails as one queue, and there's no tested failover. West leadForWait times are the problem we can't staff our way out of. HRAgainst as sequencedFourteen roles change, so they hear it first. LegalNo blockTwo notice obligations, neither stops the call.
We're signing a single point of failure for a customer who already waits too long.
SignSend back
Illustrative decision file, not a named firmThe full file, with owners and reopen facts, is Exhibit 14 in the paper
09 · The yearConstructed

Same calendar: 40 signed decisions against 12.

Decides document firstExec team 2 a month · board 4 a quarter
40
Still in ten-week pilesExec team 8 at best · board 1 per packet
12
Exec team, 24Board, 16Exec team, 8Board, 4
Each dot is one signed decision · an example year, not a trial12 is the old way's good year · many companies get the slide pile instead
10 · Where value leaksMeasured

Nearly half the value that gets lost is gone before the work starts.

Lost before the work starts · 45%
Lost during and after · 55%
31%of transformations improved performance and sustained it
67%of maximum benefit captured by the ones called successful
37%of potential benefit captured by everyone else
McKinsey, "Losing from day one," 2021 · 1,034 respondents · shares of value lost, not of total value45% and 35% follow from the reported 55% and 20%
11 · The payoffLevel9OS · StratOS

Change the kind of miss.

Today the miss is internal, because nobody owned the answer and the customer left while the company was still in slides. Decide first, and whatever miss remains belongs to the market, where a call was made, signed and simply wrong.

Write the question.Let the functions argue.Sign the page.Let the weeks be work.

We had an engine built for exactly this work, and we used it to write email.Full paper: We've Done It Backwards
Sources and methodMeasured Constructed Illustrative

Every number, where it came from.

  • McKinsey / QuantumBlack, The State of AI in 2026. 1,719 respondents, 97 countries.
  • McKinsey, State of Organizations 2026. 10,000+ senior executives.
  • McKinsey Global Survey, "Losing from day one," 2021, n=1,034.
  • Microsoft / LinkedIn, Work Trend Index 2024. 31,000 knowledge workers, 31 countries.
  • Microsoft, infinite workday special report, June 2025. M365 telemetry and 31,000-person survey.
  • Capgemini Research Institute, Inside the C-Suite, 2026. 500 CXOs.
  • Rogers and Blenko, Bain, "Who has the D?", 2006. 365 companies.
  • Mankins, Brahm and Caimi, "Your Scarcest Resource," HBR / Bain, 2014.
  • Gallup, State of the Global Workplace 2026, 2025 data.
  • SHRM, 2025 CHRO Benchmarking.
  • Taubert et al., "Voting or Consensus?", ACL 2025.
  • US Bureau of Labor Statistics, OEWS May 2025; ECEC March 2026.
  • Constructed figures are our arithmetic on BLS loaded rates and the paper's decision clocks. They're floors, not named-firm returns.
  • Illustrative material, including the East-West company and its decision file, is a composite, not a real firm.
Level9 · We've done it backwards · Deck overviewSeptember 2026