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How I build · Exhibit · updated 8 October 2026

The GTM GO LIVE Chain

Nine launch stages, one person whose time was scarce, and thirty-six hours to be able to send. Ben set the stages, their order and the one constraint that mattered: his own hours. The AI operating system he built for this search mapped the dependencies at hour zero. Ben made the calls that changed the plan.

Human, then AI, then human. The strategy and the stage order are Ben’s. The dependency analysis, the hole-finding and the time costs are the machine’s. The final rulings are Ben’s again.

Plan issued
Hour 0
Able to send
Hour 36
GO LIVE
8 Oct 2026
His time to send
2 h 25 m
His time, all nine
6 – 7 h

The move

Nine stages were not nine deadlines

Three stages had to be finished the moment an application went out. The other six were needed only when somebody replied, three to seven days later. Sorting every stage by when it is actually needed turned a nine-item blocker list into three.

Gate · finished by hour 36

Needed at send time

  • The resume, final. Fourteen open decisions, page density first.
  • A site that carries what the resume promises. Demo video, workflow, collateral, error log. Thin is fine. Absent is not.
  • A tracker that can record an application. Recording, not scoring.

2 h 25 m of the decision-maker’s time. An application sent without any one of these is worse than one that waits.

Work in progress at launch

Needed at reply time

  • Full demo and case study
  • LinkedIn rebuild
  • Cover letter library beyond the first wave
  • References
  • Interview-ready checklist
  • Scoring and tiering

About 3 h 40 m to 4 h 40 m, spread across the days between the first send and the first screen. Two exceptions are called out in the holes below.

The chain

Each stage, what it needs, what it feeds

1

Resume, final

send time75 min
NeedsFourteen decisions. Density first: two pages tight, or three readable. That one governs the rest.
FeedsSite copy, LinkedIn, cover letter blocks, every application.

At hour zero: a clean draft, measured at two pages. Nothing downstream can start until it closes.

2

Personal site: structure and content

send time35 min
NeedsThe domain pointed. Then the resume, because the site absorbs its content.
FeedsThe link on the resume. The home for the demo and the case study.

Circular with stage 1; see the first hole. The build is the machine’s. The human part is the domain and one sitemap approval.

3

Demo and case study

reply timeone piece is urgent2–3 h recording
NeedsA storyboard (drafted). The tracker in its untouched state. Redaction on.
FeedsThe four assets the site promises. The interview loop.

The before-state screens stop existing the moment stage 8 runs. Twenty minutes of silent capture now protects the whole case study; see the third hole.

4

LinkedIn update

reply time20 min
NeedsThe final resume, so the claims match. A second model for the voice pass.
FeedsWhat a recruiter sees ten minutes after an application lands.

The minimum before launch is a claims check, so the profile never contradicts the resume. The rebuild can follow.

5

Cover letter review

reply time20 min
NeedsThe final resume. The modular blocks come off it.
FeedsThe first hand-built wave only. The volume track assembles from blocks already cleared.
6

References

reply timestart now anyway30 min + their calendars
NeedsA reference brief, drafted but not final.
FeedsThe back half of any interview loop.

The only stage that runs on other people’s time. It cannot be compressed later, so the asks go out first even though the need comes last.

7

Interview-ready checklist

reply time30 min
NeedsThe methodology field guide (exists). A story bank (missing; see the fourth hole).
FeedsThe first screen, which is days out.
8

Tracker optimisation

partly send time15 min
NeedsScoring weights and a selection metric, open since the first day.
FeedsWhich roles, in what order. The live dashboard that closes the demo.

Split it. Recording an application is a send-time gate and takes minutes. Full scoring is not: hand-pick the first wave and let scoring catch up.

9

GO LIVE

Thursday 8 October 2026ongoing
NeedsStages 1 and 2, the recording half of 8, and cover letters for the named targets.
FeedsItself. The first reply promotes a target into the hand-built track.

What the plan caught

Four places the chain was broken

Resume Site Demo + tracker promises absorbs needs gate gate work in progress Two gates depend on each other. One decision breaks the loop.
The loop is why stage 1 could not simply be done first.

1. The resume promised a site that absorbed the resume

blocks both gates

The resume said a demo video, workflow, collateral and error log were live at the domain. Until they were, the link was a promise that could not be kept, and the site’s content came from the resume, so neither could go first.

Three ways out: ship a thin page carrying all four; or drop the link and add it back later; or keep the link and cut the list to what exists on launch day.

2. The link pointed at a domain that did not resolve

5 minutes

The domain was bought and never pointed. Stage 2 could not start, and the resume link would be dead the moment anyone clicked it.

The cheapest unblock on the board. Do it first.

3. Stage 8 would erase stage 3’s opening footage

now or never

The tracker’s untouched state, with nothing scored, nothing applied and the go/no-go panel red, is the opening of the case study. Optimising the tracker deletes it for good, and the stage order ran the optimisation first.

Twenty minutes of silent screen capture before anyone touches the tracker. Narration can be re-recorded. The state cannot.

4. The interview checklist had nothing to draw on

reply-time risk

The story bank existed in an earlier working session and never reached the written record, so stage 7 had no source material.

Does not block launch; blocks the week after. Recovering it is the machine’s job.

The scarce resource

What it cost the decision-maker

Only one person’s hours were priced. The machine’s were not the constraint.

To be able to sendHis timeWhenWhat he is actually doing
Point the domain5 minNight oneOne DNS record
Capture the before-state20 minNight oneSilent screen recording, no script
Resume decisions45 minDay one, morningFourteen calls, density first
Resume review30 minDay one, afternoonRead the draft, mark the document
Sitemap approval30 minDay one, afternoonApprove structure, not copy
Scoring rulings15 minDay two, morningWeights and the selection metric
Total2 h 25 mBy hour 36Inside the window with room to spare
Before the first replyHis timeRuns on
Reference asks sent30 minOther people’s calendars, so it starts first
Demo recording2–3 hHis voice, one sitting
LinkedIn claims check, then rebuild20 minAfter the resume closes
Cover letter blocks20 minAfter the resume closes
Interview checklist30 minAfter the story bank is recovered
Total3 h 40 m – 4 h 40 mSpread over seven to nine days

The handback

Four calls went back to the human

The plan ended with the smallest set of decisions that unblocked it, each with its options named. Nothing else was asked.

1

Density

Two pages tight, or three at the readable layout. This one decision unblocks the resume.

2

The link

Keep it and ship a thin four-item page, or drop it from the resume and add it back later.

3

Two things that expire

Point the domain and capture the tracker before anyone touches it. Both are his, and both are gone if they wait.

4

Reference asks

Send them now. They are the one item nobody can compress later.

The rulings

What the human decided, and where he overrode the plan

The plan asked

Two pages tight, or three at a readable layout.

Ben ruled

Two pages. The resume was built to that and locked at two.

The plan proposed

A launch split into send time and reply time, with LinkedIn and the demo video left as work in progress.

Ben ruled

Launch is four assets shipping together: the resume, the LinkedIn profile, this site and a short demo video. With any one missing, the other three point at a hole. The launch date became a readiness gate.

The gate left open

A launch date that moved with readiness.

Ben ruled, 8 October 2026

GO LIVE is Thursday 8 October 2026. The three demo videos are recorded that day and the site goes live the same day.