Level9 · Working paper · The decisioning level September 2026 · Sources named in the text

We've done itbackwards

For forty years companies have decided slowly and then demanded that the work go fast, and when AI arrived we put it on every desk and fed the same slow room. So flip the order: decide in days, and let the weeks be work.

An empty executive boardroom at dusk. Chairs pulled back, coffee cups left on the table, a blank screen.
File EW-01 · Do we combine East and West?
Week 9 · Status: unsigned Signed
6 to 10 weeks

for the company in this paper to reach a signed answer on one operating question.

Illustrative composite · Chapter 1
80%

of AI survey respondents say it made them personally more productive.

6%

work at a company earning 5% or more of its EBIT from AI.

McKinsey, State of AI 2026 · 1,719 respondents
About 2%

of the 300,000 hours a year behind one weekly executive meeting are the meeting itself. The rest is briefings, team meetings and prep.

Mankins, Brahm, Caimi · HBR 2014

The short version

Five findings, one per chapter. If you only read this page, read these and then look at the decision file in Exhibit 14.

  1. We loaded the wrong level.

    AI went to the desk, where three in four knowledge workers now use it and most say it made them faster, but the room that decides never changed, so all that extra output fed the same bottleneck.

    6%work at companies earning 5%+ of EBIT from AI
  2. The bottleneck is forty years older than the chat window.

    Crozier named it in 1964, and when Bain measured it in 2006 only 15 percent of the 365 companies it studied decided effectively, so the new tools didn't start this problem, they just printed more slides into the same empty chair.

    15%of companies decided effectively · Bain 2006
  3. You're already paying for it.

    The heaviest calendars take an interruption every two minutes, manager engagement worldwide has fallen to 22 percent, and one operating decision made the old way runs about 250 hours of labor before anyone counts the slides.

    $24klabor in one old-way decision · constructed
  4. Flip the order.

    Write the question, let each function argue from its own data and keep the losing side on the page, then have one person sign or send it back so the weeks that follow belong to the work.

    250 → 25hours per decision · constructed
  5. The question picks the rooms, and the count changes.

    One file moves from the executive team to the board to investors without being rewritten, which on a normal calendar adds up to about 40 signed decisions a year against 12 in the old way's good year.

    40 vs 12signed decisions a year · constructed
MeasuredA named survey or study. ConstructedOur arithmetic on public rates. A floor, not a named-firm return. IllustrativeA composite that shows the shape.
Chapter01

One question. Ten weeks. Nobody signs.

A company of about 800 people runs two customer-support offices, East and West. West wait times are the problem, and the COO wants to know whether to combine the two offices. This is what that decision looks like today.

It starts small, with the CEO, the COO and the CFO agreeing that the whole executive team should hear it. A meeting goes on the calendar a week out, two executives turn out to be traveling and staff starts building slides, and because almost nobody has the full picture, that first week isn't a decision at all, it's a hunt for numbers and a deck.

Then the rest of the company gets pulled in. Teams meet, those meetings spawn more meetings, and hundreds of hours go into making the next executive meeting look prepared, until the team presents, nobody signs and someone suggests giving it two more weeks for comments. A third meeting goes on the calendar with more slides and more people catching up.

At the third meeting they vote around the table, while the two who missed the first meetings are still reading last week's deck. Legal never sat in those rooms and neither did HR, so they hear about the call afterward, and because they have things to say, everyone meets again.

By now it's been six to ten weeks, and the teams are guessing their jobs from a decision they only half heard, while the fourteen people whose roles change still don't know what happens to them. The wait times haven't moved either, and a customer who was already waiting too long didn't stay for the third meeting.

3executive meetings before anyone votes, with two chairs empty in each one.
0of those meetings had Legal or HR in the room before the vote.
Illustrative

A composite of a meeting every operator has sat in, not a named firm.
Exhibit 01

Same broken week, from both chairs. Neither one has what the other has.

Illustrative
An executive stands alone at the window of an empty conference room.
Upstairs · the COO

You asked for a decision. You got a presentation.

You've asked for a decision three times and gotten a presentation each time, with two empty chairs, ninety minutes, twenty slides and no Legal or HR in the room. You have the cost target, but you still don't have an answer you can hand to the teams.

A support manager with a headset works late on slides at a laptop.
Downstairs · the West office lead

It's Sunday night. You're on slide version seven.

Your team met twice so your boss wouldn't be surprised. You have the wait times and the fourteen people, but you don't have the cost target, and nobody has asked you for the one thing only you know.

The fact that decides this call is split across two floors, and the process spends ten weeks making sure it never lands on one page.

Chapter02

We loaded the bottom. The top stayed empty.

Every desk got a faster way to build a private deck, and the East-West meetings stayed exactly the same. Twelve versions of the story, and still no signature.

Someone asked a tool on Sunday and someone upstairs asked a different one on Monday, so twelve decks arrive looking ready, each one built to survive a boss rather than to finish the decision.

The tools turned out to be good at preparing the pack and nearly absent from the conversation in the room, and that split is the whole bet in one sentence. We assumed more output downstairs would unblock the room upstairs, but it fed the same bottleneck, so people still decide slowly and then software goes fast on a fuzzy sentence.

What got governed was the keyboard, after the fact, while the decision itself never got governed at all.

60 / 40Share of time in Microsoft 365 spent communicating (email, chat and meetings) versus creating documents in 2024. In 2023 it was 57 / 43. Microsoft telemetry · WTI 2023 and 2024
Exhibit 02

Every company has two levels. We filled one and left the other empty.

Measured
Upper level · Decisioning

We left this empty

The written question, the functions that have to sit in, the page one person signs and the record of who argued what.

Signed
17%of CXOs actively use AI in strategic decision-making, about one in sixCapgemini 2026 · 500 CXOs
15%of the 365 companies Bain studied were highly effective at making and executing decisionsBain 2006
Lower level · Doing

We loaded this

Every desk, every agent and every private deck, producing faster output that gets pushed 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 AI tools to workWTI 2024

Read it as a building. The yellow arrows are output pushing up from the desks, and the ceiling is the room that decides. Each figure is a share of the group named in its own label.

Exhibit 03

People say AI made them faster. Very few companies can find it in their earnings.

Measured
Question 1 · Did AI improve your own productivity?
Respondents who say yesSelf-reported, about their own work
80
Question 2 · Did AI show up in your company's earnings?
Respondents whose company saw any EBIT impact from AIAny amount at all
37
Respondents at AI high performers5% or more of EBIT from AI, plus significant value
6
0255075100
What drives AI's impact at work, according to 20,000 AI users
Company factors: culture, managers, talent · 67%
Personal · 32%

These aren't a funnel. All three bars come from the same 1,719 respondents to McKinsey's State of AI 2026, but they answer two different questions, one about personal productivity and one about company earnings, and the high-performer share hasn't moved since 2025. The split comes from Microsoft's Work Trend Index 2026. A separate McKinsey survey of more than 10,000 senior executives, State of Organizations 2026, finds 81 percent of organizations with no meaningful bottom-line gain from AI.

Exhibit 04

AI is everywhere at the desk and almost nowhere in the room that decides.

Measured
At the desk
Knowledge workers who use generative AI at workWTI 2024 · 31,000 workers, 31 countries
75
AI users who bring their own AI tools to workWTI 2024
78
Employees who hide their AI use and present its output as their ownKPMG and Univ. of Melbourne 2025 · 48,000+ people
57
AI prompts that contained sensitive company dataCyberhaven 2026 · 222 companies
40
In the room
CXOs who actively use AI in strategic decision-makingCapgemini 2026 · 500 CXOs
17
0255075100

Each bar is a percentage of a different group, named in its label, so compare the gap between the desk and the room rather than comparing the bars to each other.

Chapter03

This was broken before the new tools showed up.

The chat window didn't start this, it just printed more slides into the same empty chair. Researchers have been counting the same miss for forty years.

Exhibit 05

The same miss, counted again and again, then handed a faster printer.

Measured
1964

People who decide don't have the information, and people who have the information don't decide.

Crozier
1985

Groups talk about what everyone already knows, and the fact only one person holds stays buried.

Stasser & Titus
2004

Amazon bans slides and requires a written document before the meeting.

Bezos memo
2006

Only about 15 percent of the 365 companies Bain studied decided effectively.

Bain
2010

Two in three meetings end before a decision gets made.

Decide & Deliver
2014

One weekly executive meeting sets 300,000 person-hours a year in motion.

Mankins, Brahm, Caimi
2024

Three in four knowledge workers use AI at work, and most AI users bring their own tools.

Work Trend Index
2026

80 percent say AI made them more productive, while 6 percent work at companies earning 5 percent of EBIT from it.

McKinsey State of AI

Yellow marks the AI era. Nothing about the underlying mechanism changed when it arrived. The older studies stay in because they named the failure, and Chapter 4 prices it using only 2025 and 2026 data.

Exhibit 06

Of the 300,000 hours a year one weekly executive meeting sets in motion, 7,000 are the meeting itself.

Measured
The weekly executive meeting itself7,000
11 unit-head briefing meetings20,000
21 team meetings63,000
130 prep meetings210,000

Slide work isn't even in these numbers. If the whole pile were 100 hours, the decision room would get about two of them.

Each square is 1,000 person-hours in one year. Mankins, Brahm and Caimi, "Your Scarcest Resource," Harvard Business Review / Bain, 2014. The study is old, but the mechanism behind it hasn't aged out.

Nobody owns the answer, too many people can stop it, and the meeting ends first.

That isn't a 2024 finding. Crozier saw layers of management keep their power by keeping a little fog in the system, and Stasser and Titus watched groups talk through the shared slides while the one fact that would have changed the call sat unspoken in someone's folder, which is how a group picks the popular option and calls it judgment.

The structure rewards exactly the wrong behavior. It pays people to protect turf, to reopen a call because they missed the meeting, to treat a veto as if it were a control and to call harmony alignment, and adding size doesn't fix any of it, because another steering committee is just a better place for the empty chair to hide.

A 2023 study in the Journal of Strategic Information Systems described two loops running at once: a top-down loop that can line a company up, and a bottom-up loop that protects local interest. The bottom-up waste is real, but it's usually a rational response to nobody owning the answer upstairs.

2 in 3meetings end before a decision gets made, and 85 percent of executives were dissatisfied with how their meetings work. Decide & Deliver, 2010
Two executives at a table. One points at shared slides while the other listens.
You have the East wait times. Someone upstairs has the cost target. You talk about the shared slides, and the thing only one of you knows never gets said.

These tools are strong at exactly the work a decision needs, like holding every fact, keeping killed options visible and remembering what finance argued last time. We had the engine, and we used it to write email.

Chapter04

You're already paying for the pile.

The market has already priced the waste, and everything in this chapter comes from 2025 and 2026 data. None of it is a savings claim for a named company, because it's the bill you're already paying.

The meeting isn't the hour on the calendar. It's email before six, an interruption every two minutes, a deck rebuilt while people walk in and the inbox open again at ten, which is what "give it two weeks" actually buys.

48%of employees, and 52% of leaders, say their work feels chaotic. Microsoft 2025 · 31,000 workers
Exhibit 07

A day inside the pile. The meeting is the whole day.

Measured
A6 a.m. 40% of people already online are reviewing email.
B9 to 11 and 1 to 3. Half of all meetings land in these two blocks, the hours people would use to think.
CCore hours. The heaviest users get interrupted by a meeting, email or ping every 2 minutes.
DThe walk-in. PowerPoint edits jump 122% in the final 10 minutes before a meeting.
E8 p.m. Meetings after 8 p.m. are up 16% from a year earlier.
F10 p.m. 29% are back in their inbox.

Microsoft's infinite-workday special report (June 2025) combines Microsoft 365 telemetry with a survey of 31,000 knowledge workers in 31 markets. Letters mark where each finding sits in a typical day.

Managers used to be the engaged ones.

Managers used to sit above the people they lead as an engagement premium, and that premium is gone, because Gallup now finds them nearly as checked out as everyone else, except in the companies that still treat a manager's week as work instead of deck production.

It's the manager, not the license, that decides whether AI actually gets used. Gallup's February 2026 survey of 23,717 US employees found manager support was one of the top two drivers of frequent AI use, yet fewer than one in three employees strongly agree their manager actively supports it.

12%median voluntary turnover in 2025 across SHRM's benchmarked employers, up from a pre-pandemic median of 9%. We're not converting that into a replacement-cost dollar figure. SHRM CHRO Benchmarking 2025
Exhibit 08

Managers used to be the most engaged people in the building. Now they sit with everyone else.

Measured
Managers at Gallup's best-practice organizationsWhat's still possible · 2025
79
Managers worldwide, 2022
31
Managers worldwide, 2025
22
All employees worldwide, 2025
20
0255075100

Each bar is the share of that group Gallup classifies as engaged at work. Source: Gallup, State of the Global Workplace 2026, using 2025 data. Gallup estimates low engagement costs the world economy about $10 trillion, or 9% of global GDP.

Exhibit 09

The invoice. Time, money and people, one line at a time.

Measured
Line item, and who it countsFigureSource
Time and meetings
Workers and leaders who say they lack the time or energy to do their work80%WTI 2025
Leaders who say productivity has to increase53%WTI 2025
How often the heaviest users get interrupted during core hoursevery 2 minM365 telemetry 2025
Meetings that are ad hoc, held without a calendar invite57%Infinite workday 2025
Emails received per day, on average117Infinite workday 2025
Teams messages per weekday, on average153Infinite workday 2025
Money
Organizations with no meaningful bottom-line gain from AI (10,000+ executives)81%McKinsey Orgs 2026
Respondents whose company saw any EBIT impact from AI37%State of AI 2026
Respondents at AI high performers, earning 5% or more of EBIT from AI6%State of AI 2026
People
Employees worldwide who are engaged at work20%Gallup 2026
Managers worldwide who are engaged at work22%Gallup 2026
US employees who strongly agree their manager actively supports AI useunder 1 in 3Gallup Feb 2026
US median voluntary turnover in 2025 (9% before the pandemic)12%SHRM CHRO 2025
Balance duePaid every week, whether anyone decides or not

WTI 2025 surveyed 31,000 workers in 31 countries. State of AI 2026 surveyed 1,719 respondents in 97 countries. State of Organizations 2026 surveyed more than 10,000 senior executives, 88% of whom say their organization is experimenting with AI.

Now put a price on one decision.

The COO's question doesn't add a new tax, it rides the one the company already pays, because six to ten weeks of slides is that same interruption stack pointed at a single question. Take the hours from the East-West clock, price them at what the Bureau of Labor Statistics says those seats cost to employ and keep the arithmetic honest, which makes the result a floor that real mid-market pay packages sit well above.

Constructed

Loaded hourly cost is median wage × 1.463 for benefits, divided by 2,080 hours a year. Equity and bonus aren't in it.
Exhibit 10

One decision takes 250 hours the old way and 25 in the file. Over a year, that's three times the decisions in less than a third of the time.

Constructed
One East-West decision, labor priced at $95 an hour
The old wayMidpoint of 100 to 400 hours
250 hrs · $23,750
Document firstA week of filing, one read, one meeting
25 hrs · $2,375
A year of decisions
8 finished decisions, old wayA generous year
2,000 hrs · $190k
24 signed decisions, document firstExecutive team, twice a month
600 hrs · $57k
1,400hours back in the same year
$133kof labor, at $95 an hour
the signed decisions, 24 against 8
$49Loaded hour across all civilian jobs. BLS ECEC, March 2026
$74Operations manager, loaded. $105,770 median wage, BLS OEWS May 2025
$117Financial manager, loaded. $166,570 median wage, BLS OEWS May 2025
$95Blend used for East-West seats, the midpoint of $74 and $117

Separate check. Saving eight people five 45-minute meetings a week for 48 weeks comes to 1,440 hours, about $137k at the same rate. Not a trial, and not a named-firm return.

You're already paying for a workforce that can't take on more, a calendar that's mostly discovery and AI programs with no earnings line to show for them. The next license just adds to that bill.

Chapter05

Decide in days. Let the weeks be work.

Today it takes months to decide, and then everyone demands that the work go fast. Same company, same question, different order: write the question on Monday, have every function file from its own data that week with Legal and HR already in the file, and hold one meeting to sign.

Exhibit 11

Same question, two calendars, one ruler. The old order spends ten weeks getting to a vote.

Illustrative
The way most companies do it nowSix to ten weeks of slides
W1W2W3W4W5W6W7W8W9W10
CEO · COO · CFOMtgWaiting on decks
Executive team2 outAgainVote
TeamsSlides, practice, status · hundreds of hours
LegalAfter
HRAfter
The officesMtgGuess

Week 10: a half-heard decision and a catch-up meeting, with West wait times sitting exactly where they started.

Same company, document firstA week of writing, then one meeting
W1W2W3W4W5W6W7W8W9W10
CEO · COO · CFOCash
Executive teamSign
TeamsDataThe work · named owners, bound to the page
LegalRisk
HRRiskTalk to the fourteen
The officesWaitsCombine, or don't. Either way, moving.

Week 1: finance files cash, teams file their own data, Legal and HR file risk and the offices file wait times. Week 2: the executive team reads the file and signs, and from there it's work with a named owner on every job.

This shows the shape of the work, not a stopwatch on a named firm. Black blocks are meetings, yellow hatching is prep, and blue is the file, the signature and the work that follows it.

WhoIn the six to ten weeksIn the other order
CEO, COO, CFOFirst meeting, then they wait on decksThey write the cash case that week
Executive teamThree meetings, two people out, then catching upThey read one document and meet once
TeamsHundreds of hours of slides, then they guess the jobTheir name is already on the work
Legal and HRFind out after the callIn the file before anyone sits
If you disagreeA feeling and a slideYou mark up the document

The leak isn't a mystery.

Value dies while the company is still arguing about the target, dies again while people try to execute a fuzzy sentence, and dies a third time after someone stamps the initiative done. The people who'll actually do the work spend those months manufacturing private versions of the story so a manager looks briefed, and none of that activity is the decision.

Reverse the sequence and nobody builds slides to impress the room, because the room already has the document. The executives stop hosting a tour and start doing the one job only they can do, which is signing the file or sending it back.

31%of people who'd been through a transformation said it both improved performance and sustained the gain. McKinsey 2021 · 1,034 respondents
Exhibit 12

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

Measured
Where the value lost in a transformation goes missing, as a share of all value lost
Lost before the work starts · 45%
Lost during and after the work · 55%
Transformations respondents called successful
67%of the maximum financial benefit was captured
Every other transformation
37%of the potential benefit was captured

McKinsey's 2021 survey of 1,034 people who'd been through a transformation reports that 55 percent of lost value goes missing during and after implementation, 20 percent of it after, and nearly a quarter at target setting alone. The 45 and 35 percent segments are the arithmetic that follows from those figures. Every number here is a share of the value that gets lost, not of total value.

Chapter06

Write the document before anyone sits down.

Amazon banned slides in 2004, so the other order is older than any of the new tools. Write the question and let different jobs argue it, then have one person sign one document. The rest of this chapter is what that takes in practice.

Different jobs, not one voice in ten hats.

A finance seat isn't a prompt that says "you're the CFO." Ask the same kind of model a question ten different ways and the answers collapse toward agreement, because agreement is what these models are trained to produce. If you run the East-West question ten ways on one pile of documents, the group lands on the easy option by the second pass, because that's the option with the least conflict and the fewest reasons to reopen. Sitting right next to that fake agreement is the other failure, which is invented evidence that makes the agreement look sourced.

A real seat holds things a costume doesn't: its own data and the limits of the job, plus a history of what it argued last time and what happened next, along with a goal it can only break on the record. Advocacy is the whole point, because polite generalists produce mush.

On East-West, finance has to attack cash while operations attacks what happens when one office becomes the only office, and the West lead files the wait times that only West holds. If they all sound like the same reasonable person by lunch, you don't have a debate. You have a press release.

What the research showsModels debating each other tend to agree their way into wrong answers, and accuracy can fall the longer the discussion runs. Yao et al. 2025 · Wynn, Song et al. 2025
98%of test runs of one proposed deliberation system produced a minority report, keeping the losing side on the page. Prakash 2026 · preprint, authors' own tests

Two passes, each with a job. More talk makes it worse.

In a 2026 preprint, Prakash reports that a structured argument beat a free-for-all on hard calls, with the biggest gains where facts only one person holds decide the answer, while the same system didn't help on routine work, so don't aim it at office chairs. The warnings point the same way: Taubert et al. (ACL 2025) saw performance drop when groups discussed longer before voting, Wynn and Song (2025) watched accuracy fall the longer models kept talking, and Sharma et al. (ICLR 2024) showed models drifting toward whatever the user already believes.

So the passes aren't more conversation. The first pass surfaces the facts only one seat holds while the second attacks the options that survived, and the checkpoint between them is the only door new facts can come through, with someone who takes no side standing at it.

Exhibit 13

One question, eight stops. Structure is the variable, not more voices.

Illustrative
Write it

One sentence a person can sign, like "Do we combine East and West support?"

Owner
Pass one

Each seat files the facts only it holds, its limits, a first vote and what would change its mind.

All seats
Checkpoint

Only missing facts get in and new opinions need new evidence, so one option with no unique facts means you stop.

The middle
Pass two

Each job attacks the options that survived, working from its own ground.

All seats
Checkpoint

Requested evidence comes in, plus a pre-mortem that assumes the plan failed in twelve months and asks why.

The middle
The file

One answer with its proof, the losing side in its own words, the owners and the reopen facts.

The middle compiles
Sign

The signer can sign, change or send it back, but any why-not has to point at a page.

One person
Work

Named owners do the work with their tools bound to the page, and nobody reopens the debate.

The teams
Finance

Attacks cash, meaning what the combination costs and when it pays back.

Operations

Attacks what breaks, starting with what happens when one office becomes the only office.

East and West leads

File what only they hold: the real wait times, the queue and the fourteen people whose jobs change.

Legal

Attacks exposure in the notices, leases and contracts that move with the office.

HR

Attacks the people plan, meaning who changes jobs and who hears about it first.

Strategy

Holds the written question so the group can't wander off into a different company.

Circles are passes and diamonds are checkpoints run by someone who takes no side. You choose who sits each seat, whether that's the actual owner or the person best qualified to attack the job. Sources: Prakash 2026 (preprint); Taubert et al. 2025; Yao et al. 2025.

Someone in the middle who doesn't take a side.

Passes without a checkpoint turn into chat, and chat is exactly what those papers say fails. The middle looks hard at the file, asking whether the group surfaced facts only one person holds or just recited the shared slides, and whether anyone flipped without a reason or let the easy option slip through unmarked. Then it writes down the options, who fought whom, the vote by seat, the citations that survived, the claims that got stripped and the data that's still missing.

That person can't carry their own version of the story, because the moment they do you've rebuilt the old staffer and quietly created a second decision-maker. The seats argue and the middle compiles, while the person who owns the outcome signs.

Six rules that keep the group from becoming one polite voice
  • R1If everyone agrees too fast with no new facts, throw the document out.
  • R2A seat can change its vote only by pointing at new evidence from the checkpoint.
  • R3Claims without a source in that seat's own files get stripped.
  • R4No document goes out without the losing side on the page, in its own language.
  • R5If the winner was the path with the fewest fights, label it, so the signer accepts "we chose the low-conflict path" on purpose.
  • R6The document goes out before the meeting, and the meeting is sign or send it back.
Exhibit 14

This is what the room reads before it meets. Not a deck. A file.

Illustrative
Decision file EW-01 · Run roomReady to signPass 2 of 2 · 6 seats
The question

Do we combine East and West support into one organization?

Recommended answer

Combine into one support organization across both sites while keeping both locations open through the transition, and gate the cutover on a tested failover.

Vote by seat
FinanceForCash case holds if the lease exit lands in year one.
OperationsAgainstOne queue fails as one queue, and there's no tested failover yet.
West leadForWait times are the problem we can't staff our way out of.
East leadConditionalEast absorbs West peaks only after cross-training.
LegalNo blockTwo notice obligations, and neither stops the call.
HRAgainst as sequencedFourteen roles change, so they hear it before the announcement, not after.
The losing side, in its own words

We're signing a single point of failure for a customer who already waits too long. Show us failover working before the cutover date, not after.Operations seat · kept on the page per R4

Who does the work
  • Operations: failover test, as the cutover gate
  • HR: role conversations with all fourteen, first
  • Finance: lease exit plan
  • East lead: cross-training schedule
Reopen facts
  • The failover test fails
  • West wait times rise during cutover
  • The lease exit slips past year one
Stripped claims

"Customers won't notice the change." was removed under R3, because no seat's file had a source for it.

SignSend back

COO · owns the outcome · if "send back," cite the page

Illustrative, not a named firm. Every seat's claim traces to that seat's own data, and the disagreement lives in the file, so nobody has to rebuild it from memory after the quarter misses.

Four executives around a table, each reading the same printed document.
Same document, read before the meeting. The meeting is the signature.

The meeting gets smaller. The record stays.

The meeting stops being "what do we think" and becomes "do I sign, and if not, why not," and why not has to point at the document: a missing source, a flip without evidence, a limit the signer chooses to break or a reopen fact that's already true.

That's where the hours come back. Mankins' pile is mostly people manufacturing a version of the story before anyone decides, and one shared document turns all of that into a read, a signature and a handoff. After the signature, any meeting that isn't doing the work or hitting a reopen fact is a leak.

When a call goes off the rails, companies hire someone expensive to reconstruct what was known and who's safe to blame, and the file makes most of that archaeology unnecessary because operations said no, cited the risk and watched the COO sign anyway, all on the page. Two rules keep that record honest. Nobody gets punished for being on the losing side since that would train the next group to be peacemakers, and reopen facts are the only legal way back into a decision.

Chapter07

The question picks the rooms. The file moves.

East-West can be settled in one room, but combining the offices and then raising money on that story needs more than one. The written question decides who has to sit, not habit and not whoever happens to be free on Thursday.

Exhibit 15

One room or five. The same file moves through every room without being rewritten.

Constructed
NewInnovation DoDelivery RunExec team DutyBoard ReturnInvestors Hours per decision
document first vs old way
Do we change the West wait-time target?One room · executive team only12 hrs vs 80
Do we combine East and West?Three rooms · delivery, exec team, board25 hrs vs 250
Combine them, then take that story out to raise.Five rooms · every seat40 hrs vs 490
New · innovationThe technical fact only that bench holds.
Do · deliveryCapacity, and what breaks if one office fails.
Run · exec teamCash, the customer and the offices. East-West lives here.
Duty · boardDownside, reopen facts and what you're allowed to lose.
Return · investorsWhat the run does to the raise, before anyone says no.

Blue marks a room that has to sit for that question. Priced at the $95 hourly floor, a one-room decision costs about $1,100 in the file against $7,600 the old way, and a five-room run costs about $3,800 against $47,000 once you count the cascade, the board tour and the roadshow deck. A board year of eight directors and four packets adds 128 hours of archaeology, roughly $15,000 at $117 an hour. Each room keeps its own data and goal, because one model wearing five costumes isn't five rooms, and a person still signs at every stop.

Duty · the board

Slower to nod. Faster to decide.

A board packet today is often the executive tour reprinted, so the board either rubber-stamps the operating consensus or reopens a call it never had the facts to make. Give it the file and its own seats, like audit, compensation and the director who's lived through a failed combination, and its job gets clear: decide whether this is a call the company is allowed to take, and name what would force a reopen.

New · innovation

A lab that files instead of pitching.

Innovation usually arrives as a tour where the lab presents, the executives smile and a project starts from a hallway sentence, which is how a company ends up running two strategies six months later with one of them unofficial. A hub that files puts its hidden fact on the page and lets operations attack cash and delivery, and if the idea dies it dies on the record, where it can't sneak back next quarter dressed up as new thinking.

Return · investors

Find the hole in the file, not in the partner meeting.

Companies usually learn how investors will react the expensive way, by building the deck, taking the meeting and hearing no. Putting return and control on the page before the roadshow shows what the run does to the story, the multiple and the next 24 months, and if every seat sounds like the banker, what you've written is a press release that belongs in the bin.

Run only innovation and you get a lab, and run only the board and you get a veto. Run five rooms on a one-room question and you've rebuilt the cascade you were trying to escape.

Chapter08

Change the count. Change the kind of miss.

East-West is one decision, but a company that can decide this way gets a whole year of them. And when that company loses, it loses in the market instead of losing to its own calendar.

Exhibit 16

On the same calendar, 40 signed decisions a year against 12, and 12 is the old way's good year.

Constructed
A company that decides document firstExec team signs 2 a month · board signs 4 a quarter
40
A company still running six-to-ten-week pilesExec team finishes 8 at best · board gets 1 real call per packet
12
Exec team decisions, 24 Board decisions, 16 Exec team decisions, 8 Board decisions, 4

Each dot is one signed decision. This is an example year built from the clocks in Exhibits 10 and 11, not a trial and not a dollar return. Innovation isn't counted on either side: in the document-first company it can file on any working day, while in the old one it's a quarterly lab tour, and plenty of companies never reach eight finished decisions because they get the slide pile instead.

Exhibit 17

Same clocks, three company sizes. What you get back, and what the pile costs at scale.

Constructed
Growth · 20 people · labor back per year$22k
8 decisions × 38 hrs saved each
(50 hrs old way, 12 document first)
= 304 hrs × $74/hr

Every one of those hours sits on the same three people, and the founder is the only memory of why the last call went the way it did.

Mid-market · 800 people · labor back per year$133k
2,000 hrs (8 decisions, old way)
minus 600 hrs (24 decisions, new)
= 1,400 hrs × $95/hr

This is the East-West firm, with three times the signed decisions for less than a third of the hours.

Enterprise · cost of one weekly meeting's pile$22m
300,000 hrs a year (Mankins)
× $74/hr loaded
= $22.2m, slides not counted

This is what the pile costs, not what you save. You get back the slice you stop pointing at unwritten questions, and a four-week slice alone is $1.7m.

Hours come from Exhibits 06 and 10, and hourly rates come from BLS 2025 and 2026 data. At the $49 all-jobs hour the enterprise pile still costs $14.8m. None of it is a named-firm return, and the reason to call it a floor is that the real number sits above it.

Stop quoting the 70 percent.

Beer and Nohria wrote in 2000 that about 70 percent of change efforts fail, and they had no study behind the number. When Hughes walked the citations back in 2011 he found no valid base for a universal failure rate, so this paper sticks to what was actually measured.

What was measured points in the same direction anyway. The people building AI systems keep naming leadership failures rather than technical ones: the wrong problem, the wrong measure of success, weeks demanded for work that takes months and priorities switched halfway through. Tools that inherit a clear way of working make it to production, while tools that don't inherit one stall, which is why the model is so rarely the thing that broke.

Today the miss is internal, because nobody owned the answer, the wait times stayed where they were and a customer left while the company was still in slides. Decide first and the miss that's left belongs to the market, where you combined the offices and service still failed or the customer simply said no. That company lost in public, while the other one never decided at all.

What was actually measured
Transformation efforts that improved performance and then sustained it31%
Industry interviewees in RAND's AI study who named leadership decisions as the root cause of failure84%
Organizations with no measurable P&L impact six months after a gen-AI pilot~95%
Organizations whose custom enterprise AI tools reached production, though 60% evaluated one5%

McKinsey surveyed 1,034 respondents in 2021. RAND interviewed 65 people in 2024, mostly builders rather than executives, and the 84% covers its industry interviewees. MIT NANDA's 2025 study attributes the split to approach rather than model quality.

Time

You decide in days while they need six to ten weeks.

Your weeks turn into work while they're still arguing about the target, which is exactly the stretch where nearly a quarter of lost transformation value disappears.

Information

The fact only one person held is on the page.

You have what finance argued last time and the option that lost, while they're still discussing slides everyone in the room has already seen.

Power

One room or five, and you can move.

They have one move, which is more meetings and more private decks, so they find out how investors will price the story in the meeting itself, long after you'd found it in the file.

Chapter09

Why you won't. And where to start.

The same four objections show up first, and each one has a straight answer. The only assumption this paper asks you to make is a modest one: if this saves someone five meetings a week, the math takes care of itself.

It isn't real.

You pick who sits in each seat, whether that's the actual owner or someone better qualified to attack that job, so finance can be the CFO or the controller who'll actually go after cash, and the East seat can be the office lead or the person who's already closed three combinations. The room is tailored to the question, which is the opposite of a costume.

People won't trust it.

They shouldn't, at least not on faith, which is why the file goes out before the meeting with everything visible: who filed, what got stripped, the option that lost and the claims that never had a source. Trust doesn't come from a speech about the process, it comes from reading the file early enough to push back on it.

It costs too much.

The first run costs less than the time it takes to schedule the meeting you'd use to evaluate it, and you're already paying for that calendar. If the file is wrong you send it back and still make the call yourself, and the old meeting hasn't gone anywhere if you decide you want it.

It's more tech debt.

You keep your agents, because StratOS doesn't replace them or get in their way. It works on the decisioning level, on the same base Level9OS already runs on, so you can use as much of it as you want and integrate as little as you like, knowing the only thing you'd ever have to unwind is a written decision.

What changes with the size of the company.

Twenty people. In a company this size the founder is the room, the board and the only memory of why the last call went the way it did, so when that person's on a plane the whole company is working in fog. The file becomes the company's memory with jobs attached to it. Use it on the five or ten questions a year that actually are the company, like pricing, a senior hire, a customer you fire or a raise, and new people can read the file instead of rebuilding the company's history from lore.

Two hundred to two thousand. This is the East-West firm, big enough for people to hide inside functions but not big enough to pretend that combining two offices is somebody else's regional problem. Start with the executive team, because that's where the pile is heaviest and where the hours come back first. Legal and HR stop showing up as the fourth meeting, and managers get back a week that's actual work instead of slide production, which is the engagement lever Gallup has already measured.

Five thousand and up. Don't talk about "the whole enterprise," because a company this size doesn't have one cascade, it has a standing pile, and it won't start deciding in days just because a new tool landed on the CEO's calendar. The move is to flip the questions a unit, a region or a product line genuinely owns and stop sending them upstairs as tours, so the enterprise benefit shows up as a portfolio of written questions rather than one heroic transformation.

5 to 10questions a year that really are the company. That's where this belongs, not on decisions the size of an office-chair order.
Your first file

Five steps. One question. Count the hours.

  1. Pick one question that's already on a calendar.

    Choose one that would otherwise take three meetings to settle, not the snack vendor or anything else you could decide in a hallway.

  2. Write it as one sentence a person can sign.

    "Do we combine East and West support?" works because someone can put their name under yes or no, which a topic like "support strategy" never allows.

  3. Name the seats, and who sits in each one.

    Include every function that owns a piece of the answer, and put Legal and HR in the file from the start rather than briefing them after the vote.

  4. Run two passes with someone in the middle who takes no side.

    The first pass surfaces facts only one seat holds and the second attacks the options that survived, while the checkpoint between them stays the only door new facts can come through.

  5. Send the file before the meeting. Sign it or send it back.

    Then count the hours you didn't spend, and hand the weeks you saved to the people who have to do the work.

The paper, in four sentences

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

You've sat in both chairs, and you've watched this build for forty years. We assumed that loading the bottom of the company with faster tools would eventually fix the room at the top, and it didn't, so the answer is to flip the order and occupy the decisioning level.

How to read the numbers

Measured figures come from a named survey or study, cited at the exhibit where they appear. Chapter 4 uses only 2025 and 2026 sources, while the earlier chapters keep older work from Bain, Mankins and McKinsey because those studies named the decision failure even though they can't price it today.

Constructed figures are our own arithmetic, taking the hours from the clocks in Exhibits 10 and 11 and pricing them at Bureau of Labor Statistics loaded rates, so treat them as a floor rather than a return any named company has earned. Equity and bonus aren't included in them.

Illustrative material, including the East-West company and its decision file, is a composite of a meeting every operator will recognize, and the photographs are editorial composites rather than pictures of a real firm.

Corrections from the prior draft. McKinsey's 22 percent is a share of the value that gets lost, not of total value, and Exhibit 12 now shows it that way. The KPMG figure is 57 percent, not 61, and it measures people who hide their AI use and present its output as their own. We removed a Capgemini "1 percent expect autonomous strategic calls" figure and a Yao et al. "86 percent" figure because neither appears in those sources, removed a quote attributed to WTW that we couldn't trace, and relabeled Prakash's 98 percent as a preprint's self-reported test result.

Words this paper uses

Doing level
Desks, agents and decks. Where the AI money went.
Decisioning level
The written question, the seats and the page a person signs.
The pile
The hours spent making a meeting look prepared.
The cascade
Meeting, prep, meeting, catch-up, for six to ten weeks.
Seat
A job with its own data, limits, history and goal.
The middle
Whoever runs the checkpoints without taking a side.
The file
The one document the signer reads and signs.
Reopen fact
A named fact that forces a new session if it comes true.
Office chairs
Decisions too small for any of this.
Press release
A file where every seat agrees and nobody filed a unique fact.

Sources