THE BUSINESS CASE

You cannot hire the senior people you need.

So we wrote them down instead — and then spent a week trying to prove it does not work.

131complete role documents, across 11 departments
648blind judgings in the last study alone
8 / 8AI judge archetypes preferred our current edition to a plain AI
€100kfor a d-Employee built into your business — €95 if you just want the document

Huceptron · AI & Transformation · Ireland. Press ▶ Present and this runs itself, or use the arrows.

The gap is not effort. It is judgement.

Your people are not slow. They are covering three roles each, and the third one is the one that gets thin.

What actually goes wrong

Not the work nobody did. The work somebody did at 70% — the compliance note nobody reconciled, the figure nobody traced, the status line that said “done” when it meant “built”.

Why hiring does not fix it

A senior hire is nine months to productive, €90k+ loaded, and still only one person in one room at a time. For work that arrives in bursts, that is the wrong shape.

Why a chatbot does not fix it

It is fluent and confident and has no standard to work to. It will not escalate, will not say what it did not check, and folds the moment a client pushes back.

A d-Employee is the third option: the judgement of a senior professional, written down completely enough that any AI can perform it — to the same standard, every time.

This is a capacity problem disguised as a quality problem. The output that damages a firm is rarely the work that was skipped; it is the work that looked finished.

What you are actually buying

Not a prompt. A role, written down completely enough that an AI can hold it.

What is in itone role, written down completely — about 9,200 wordsMandate and authoritywhat it may decide alone, and what it must escalateThe system promptpaste this and the role existsFrameworks and standardsthe named methods it works toQuality gateswhat “done” means, in writingGuardrails and escalationthe line it will not cross without youKnowledge-management disciplinehow it records what it learnedWhat comes outthe same shape, every timeThe answer, in the first 60 wordsA status table before the proseVerified / assumed / not checked, on every claimThe strongest objection, named and answeredOne next action, with an owner and a dateAND WHAT NEVER COMES OUT— No narration of its own process— No “I will now…”, no restating your question— No confident status line it did not checkWHY IT IS THIS LONGEvery senior behaviour has to bewritten down or it does not happen:escalating, citing, refusing, andflagging what it did not check.
Nine thousand words per role. The system prompt is one section of it. The rest is what turns a capable model into somebody you would let near a client: the standards it works to, the point at which it stops and asks, and the discipline of saying what it verified rather than what it assumed.

Why a prompt is not this

Everyone has tried “act as a compliance officer”. Here is what is missing.

A PROMPT“Act as a compliance officer”✕   Different answer every time✕   No standard to work to✕   No idea when to escalate✕   Sounds senior, is notYou are still the quality control.A ROLE OPERATING SYSTEM9,200 words that make the role exist✓   Same standard on Monday and Friday✓   Named frameworks, cited in the work✓   Escalates instead of guessing✓   Says what it did not checkBlind-tested against the plain model. Four times.
The difference is not length for its own sake. It is that every behaviour a senior person has — escalating, citing, refusing, flagging what they did not check — has to be written down, or it does not happen.

A whole workforce, or one role on Tuesday

131 d-Employees across 11 departments. Buy one, buy a department, buy all of it.

131 d-Employees, 11 departmentsEvery one a complete role document, to the same standard. Take one, take a department, take the workforce.Office of the CEO & Strategy6Executive Leadership13Transformation & Delivery24AI & Data17AI Governance, Risk, Security & Legal13Robotics & Embodied AI6Product & Platform Engineering14Revenue & Growth10Marketing, Content & Research11Finance, People & Corporate Services9Household & Personal8€95 for one · €390 for any five · €690 for a whole department · €2,450 for all 131
Every one is the same shape and the same standard. They are written to work together — a d-Employee that needs a legal opinion knows which of its colleagues to name.
THE FULL d-EMPLOYEE

The tier the whole thing is built for

A d-Employee that is actually running in your business — not a document in a folder.

What “fully implemented” actually meansThe document is the starting material. The programme is the thing that ends up running in your business.Built on your work, not oursWe rewrite the role against youractual deliverables, your clients,your tone, your thresholds and yourregulator. Your numbers, your naming,your escalation ladder.Wired into how the work movesThe review gate, who signs what, wherethe output lands, what happens when itfails. The part that turns a gooddocument into hours you actually getback.Improved on evidence, repeatedlySuccessive customised editions, eachone measured against the last on yourown work — the same blind method weuse on ourselves, run on yourdeliverables.Owned by a named humanEscalation routes to a person, not aqueue. It runs on a review cadence,and the whole thing documented so itsurvives the person who commissionedit.This is the tier the numbers are built for.€100,000 to start, €10,000 a year. The €2,450 workforce and the €2,500 audit are both credited against it.
The €95 document is the entry point and we describe it modestly on purpose: it is good starting material for a capable team. This tier is different in kind. It is the role rebuilt on your work, wired into how that work moves, improved on measured evidence in successive editions, and owned by a named human on both sides.

Then we tried to break it

Six controlled studies. Blind judging. Every result published, whether it suited us or not.

Nobody in the room knows which is whichAnyone can assert that their prompt is better. The only interesting question is what happens when somebody who did not write it, and does not know which is which, is asked to choose.1One real taskNine briefs, each at a real clientfee band — from a €50 fixed-scopedeliverable to a decision inside a€100k programme. Operations, EU AIAct compliance and financialanalysis. Four were written beforethe current edition existed, fiveafter, so neither set can decide theanswer on its own.2Three armsThe same model answers the samebrief three times: once with nopersona at all, once with theedition we sell, once with theedition we run internally. Samemodel, same day, same instructions.The only thing that changes is thedocument it was given first.3Stripped and shuffledEvery mark that could identify anarm is removed — version numbers,house phrasing, file names. Thethree are relabelled A, B and C in adifferent order for each task,balanced so every arm sits in everyposition an equal number of times.Position cannot leak the answer.4Eight AI judgesThey are AI reader archetypes, notpeople — we say so because itchanges what the result means. Acompliance auditor. A rivalconsultant pitching for the sameaccount. A time-poor owner-manager.A senior peer. An operationsdirector. A compliance officer. ACTO counting every token. Afirst-time reader with no context.Each scores against its own brief,5Paired permutationScores are paired by judge and bytask, so nothing is compared acrossdifferent readers or different work.Then the labels are shuffled atrandom 200,000 times to see howoften chance alone produces a gapthis large. That fraction is thep-value. It is arithmetic, not anopinion.216 blind judgings per study. The score sheets, the judge briefs, the shuffle keys and every individual score are published — including the two editions that failed and never shipped.
Every edition we sell has cleared this gate, and two candidate editions did not clear it and were never sold — including the first attempt at the edition we now run internally. Over fourteen hundred individual judgings across the six studies. That is the only reason the numbers on the next slides are worth anything to you.

The first result

A persona beat the same model with no persona — and every edition after that beat the one before it.

persona_uplift
Experiment 1. Four arms, blind, judged by A.I. archetypes who had no hand in writing any of them. This is the study that told us the idea was worth pursuing at all.

Every edition, side by side

Every edition we have ever built, plus the model with no persona at all — one test, one day, one set of judges.

allversions
Experiment 6, 21 August 2026. Nine arms, six tasks, four independent judge archetypes, 216 blind judgings. Note the two early editions that score below the bare model — we publish those too. And note the right-hand panel: v6.0 is the only edition that never once produced a bad answer.

Who each edition is for

The same three documents, judged by eight different readers. They do not agree, and the disagreement is the product decision.

audience
Experiment 6, round 3 — 144 blind judgings, our largest test. The edition built for maximum traceability is first for the auditor, the compliance officer and the operations director, and last for the buyer counting the cost of the reading. No edition wins with every reader. We would rather tell you which reader you are than sell you an average.

The gap opens where the money is

On easy work, a persona is worth about 5%. On the work that decides whether a client keeps you, it is five times that.

gap
This is the single most commercially important chart in the deck. If your work is routine, be honest with yourself about what you are buying. If it is contested, this is where the number is.

Every correction we have made, on the record

Three claims of ours did not survive re-testing. They are on our own wiki, under our own names, with the date.

The claim we publishedWhat happened
“v3.0 beat every later edition on the AI Act task, unanimously”Did not reproduce. On a fresh regulatory task the current edition placed first on both.
“The plainest answer wins on regulatory questions”Withdrawn. Same reason.
“The new edition produces 41% fewer words”Task-specific. Across both task families the two editions are the same length.
Why you are being shown this. A supplier who has never published a result that went against them has either never tested anything, or is not telling you about it. Ask ours to be produced in a dispute and it will hold.
We record our own operational faults on the day they happen too — an address advertised on our site that reached nobody, a checkout that could take a payment and record nothing. Both found, both fixed, both written up.

The fair test

Rebuilt so that neither the old tasks nor the new ones could decide the answer.

fairtest
Nine tasks, eight AI judge archetypes (not people), 216 blind judgings, arms shuffled and stripped first. The honest caveat: against no persona the winning arm is also 25% longer — against v5.0 the lengths match, which makes edition-against-edition the cleaner number.

What the fair test cost us

It also killed a claim we would rather have kept.

On this evidence, the previous edition is not measurably better than no persona at all — plus 0.236 at p = 0.084. That does not clear the bar, so we do not claim it.

It wins clearly with every judge who reads for substance — the auditor, the compliance officer, the senior peer. It loses with the two who read for cost and first impression. Averaged, that is a wash.

That finding is exactly why the edition you licence today is v6.0 and not the one before it.

Judgev5.0No persona
Regulatory auditor4.643.11
Compliance officer4.393.03
Senior peer4.423.56
Cost-conscious CTO3.144.11
First-time reader3.754.58

Mean judge score out of 5, Experiment 4.

We could have shown you only the four judges who like us. The whole reason the number is credible is that we did not.

Then we built the edition after that

Three attempts. One cleared the gate. You are being shown the two that did not.

consolidation
The winning change was not more rules. It was fewer — 137 cut to 54 — and a hard ceiling on length. Output more than halved. We do not claim v7.1 beats v6.0 on the average: +0.111 at p = 0.47 is not a result. What is measured is that it is the first edition every reader type preferred to a plain model.

It works the same day

No integration project. No vendor lock-in. No data leaving your stack.

Buy€95 to €2,450.Instant.Pasteinto Claude, ChatGPT,Gemini or your ownstackBriefgive it the task theway you'd brief apersonReviewa human signs anythingirreversibleWorking the same dayNo integration project. No vendor lock-in. No data leaves your stack.It is plain text you own, running on the AI you already pay for.
It is plain text. It runs on whatever AI you already pay for. If you cancel us tomorrow, the documents are still yours and still work.

What it is actually built to catch

The failure that costs you a client is the one that fails quietly.

Where the work actually breaksTrace one client hop by hop. The defect is the first hop that fails silently.THE HOPWHAT CARRIES IT ACROSSHOW YOU FIND OUT IT BROKE1Client submits the formthe form itselfthey retry, and you hear about it2Submission is written into your recordsthe integration between form and CRMyou do not — nothing is written, nothing is flaggedTHE DEFECT — IT FAILS WITHOUT TELLING ANYONE3Record becomes a contacta matching rule nobody ever definedtwo systems disagree with each other4Contact enters the mail sequenceyour mail platformsilence after signup5They click through to book a callthe calendar linka dead end at peak intentEvery other hop fails loudly and gets noticed. Hop 2 fails quietly: the client believes they signed up, and you never learn they exist.
This is a real trace from our own work. Every hop except one fails loudly — you notice no emails going out, a client tells you the link is broken. Hop 2 fails in silence: the client thinks they signed up, and you never learn they exist.

Deployable in a regulated business

Because the line where a human decides is written into every role, not bolted on afterwards.

The human stays in the loop where it mattersTHE d-EMPLOYEE DOES— Draft, analyse, reconcile, cite— Trace a process end to end— Say what it verified and what it did not— Prepare the irreversible thing in fullA NAMED HUMAN DECIDES— Anything that moves money— Anything published or sent outside— Anything that cannot be undone— Anything a regulator will readWritten into every persona, not bolted on afterwards: anything irreversible is proposed, never executed.That is what makes it deployable in a business somebody regulates.
Written as a standing rule in all 131: anything irreversible is proposed, never executed. That includes anything touching money, identity, publication or deletion.

Your licence is protected

Every copy we issue carries a signature that survives copying, reformatting and pasting into a chat window.

Every copy we issue is traceable to its buyerNot encryption — an AI has to read the text. Two invisible channels, bound to the licence.Word choice24 phrase pairs, chosen perlicence. Survives reformattingand retyping.Invisible markszero-width characters thatsurvive copy, paste and PDFextraction.The match0.978 for the right licenceagainst 0.511 for the nearestwrong one.A copy found where it should not be traces back to the licence it came from.We would far rather sell you extra seats than send anybody a letter.
Encryption cannot help here — the AI has to read the text in the clear. So we do traitor tracing instead, and we measured it: 0.978 for the correct licence against 0.511 for the nearest wrong one, with a false-positive probability of about four in a trillion.

What it has to be worth

Only the part we actually add. The rest belongs to the AI you already pay for.

value
We had this wrong until 20 August and we are not quietly fixing it. The earlier version claimed €2,612 for the document. That was the persona arm judged against a blank page — but a plain model already saves 20.5 of those hours. Estimated on v2.0, four editions ago.

Against what you would otherwise do

Three honest comparisons, including the one where you should not buy from us.

Cost to get goingTime to usefulWhat you are left with
Hire a senior€90k+ loaded, per year6–9 monthsOne person, one room, one calendar
Retain an agency€3–8k/month2–6 weeksTheir method, their staff turnover, their invoice
Write the prompts yourselfYour best person's monthWeeks, then driftSomething nobody maintains after they leave
A d-Employee€95 – €100,000 + 10%/yrSame day, or weeks 2–10A document you own at €95 — or, at €100k, one rebuilt on your work and improved edition after edition

The honest version: if your work is genuinely routine, the measured gain is about 5% and you should spend the €95, not the €100,000.

We would rather you bought the €95 document and came back in a year than bought the programme and regretted it in a quarter.

Where we tell you not to buy

Published conditions, so you can hold us to them.

We publish the conditions under which our own product is the wrong purchase. That is the same discipline you are buying.

This slide is in the deck on purpose. The behaviour we are selling — say what you did not check, name the case against yourself — has to be visible in how we sell it, or it is just a marketing claim.

The risk is on us, deliberately

Four ways we take the downside off your side of the table.

The consultation is refundable

€400 for a one-hour consultation, 100% back if you do not find it useful. You decide, not us.

The audit is credited

The €2,500 readiness assessment is credited in full against a transformation programme with us.

The workforce is credited too

€2,450 for all 131 comes off the programme fee on the same terms. Buying the documents first costs you nothing later.

You keep what you bought

The documents are yours. No subscription, no seat count, no platform to be locked out of. Cancel us and they still work.

Every one of these is on the pricing page, not just in this deck.
THE FIRST STEP WE RECOMMEND

The week that starts almost everything

Five days that pay for themselves whether or not you ever buy AI from us.

Five days, on site or virtual, with your peopleA full transformation readiness assessment and AI business audit — not an AI sales visit.What the week examinesYour processes and over thirty otherdimensions, examined with the people whoactually run them.What it is honest aboutMost of what it finds will not be AI at all,and we say so rather than steer you toward apurchase.What you leave withA costed 3 to 36 months plan you couldexecute with a good team of experts.€2,500 for the five days. Onsite in Ireland +€1,500. Virtual anywhere.50% back if you do not get at least three concrete, actionable findings.Credited in full against a transformation programme with us.
This is the most useful €2,500 we sell, and the one we would push you toward first. It is a full transformation readiness assessment as well as an AI audit — a great deal of what comes out of it is ordinary operational and structural work that has nothing to do with AI, and we will tell you so plainly rather than steer you toward a purchase.
WHERE TO START

Three ways in, and one we recommend

The document is cheap and modest. The week is where most of the value is found. The programme is where it is delivered.

€95 / persona

The document

  • One complete role, edition v6.0, yours to keep
  • Five for €390 · a department for €690 · all 131 for €2,450
  • Saved about €665 of senior time on a major deliverable — judged blind against the same AI without it
  • Good starting material for a capable team — no more than that

huceptron.com/p7p-shop.html

€2,500 / 5 days

The week that starts it  — recommended

  • Full transformation readiness assessment and AI audit
  • Your processes and over thirty other dimensions examined with your people
  • A costed 3 to 36 months plan you could execute with a good team of experts
  • Credited in full against a transformation programme with us
  • Or start smaller: €400 for a one-hour consultation, 100% refunded if not useful

Start here. Most of what it finds is not AI.

€100k + €10k/yr

The full d-Employee

  • The role rebuilt on your deliverables, clients and thresholds
  • Wired into how the work actually moves, with the review gate designed
  • Successive customised editions, each measured against the last
  • Owned by a named human on both sides, on a review cadence
  • The tier the €2,612 a deliverable is built for

Audit and workforce licence both credited against it

Every price here is the price on the shop at huceptron.com/p7p-shop.html, and that page is where we keep them. If this deck and the shop ever disagree, the shop is the one to go by — tell us and we will correct the deck. The €50 trial task is also available if you would rather prove one d-Employee on one piece of real work first.

How an engagement actually runs

One week to find out. Eight weeks to build it. Then it keeps improving.

Each step is separately priced and separately cancellable. You are never buying the next stage to justify the last one.Day 0A consultation, if youwant it€400 for one hour, refunded infull if it is not useful. Notrequired.Week 1The assessment weekFive days, your processes, yourpeople. A costed plan you own.Weeks 2–10Your customisedd-Employee is builtThe role rebuilt on your work,wired into how that work moves,tested on your own deliverables.OngoingCustomised editionsSuccessive versions, eachmeasured against the last onyour output. On a reviewcadence.The eight weeks of build are where the customisation happens — and where the value in the previous slide is meant to come from. Nothing before that is a commitment to it.
Timings are the shape of an engagement, not a delivery guarantee — scope is agreed in writing before anything starts. The audit is credited rather than sunk precisely so that you are never buying the next stage to justify the last one.
THE ASK

Everything here is on the record

Every number in this deck traces to a published score sheet — including the ones that went against us.

WhatWhere it lives
All five experiments — tasks, judge briefs, every individual score, shuffle keysOur knowledge portal. It is private; ask and we send the sheets
The three claims we withdrew, and whyPublished on the experiment pages themselves
The two editions that did not clear the gateKept in full, with the measurement that stopped them
Why each edition exists and what changedPersona Version Logic
The evidence base behind the designSources separated into measured, convention, and measured-and-withdrawn
€400a one-hour consultation, refunded in full if it is not useful — the recommended next step
€95or just buy one and try it: huceptron.com/p7p-shop.html
Irelandonsite in Ireland, virtual anywhere

Send this link to anyone who needs convincing. It presents itself.

Huceptron · AI & Transformation · huceptron.com

Contents  — press M or Esc to close

  1. You cannot hire the senior people you need.
  2. The gap is not effort. It is judgement.
  3. What you are actually buying
  4. Why a prompt is not this
  5. A whole workforce, or one role on Tuesday
  6. The tier the whole thing is built for
  7. Then we tried to break it
  8. The first result
  9. Every edition, side by side
  10. Who each edition is for
  11. The gap opens where the money is
  12. Every correction we have made, on the record
  13. The fair test
  14. What the fair test cost us
  15. Then we built the edition after that
  16. It works the same day
  17. What it is actually built to catch
  18. Deployable in a regulated business
  19. Your licence is protected
  20. What it has to be worth
  21. Against what you would otherwise do
  22. Where we tell you not to buy
  23. The risk is on us, deliberately
  24. The week that starts almost everything
  25. Three ways in, and one we recommend
  26. How an engagement actually runs
  27. Everything here is on the record