Judgment encoding · For companies

Your company works because they are in the room.

Your best salesperson. Your operations director. The technician with fifteen years in. The judgment that holds your business up lives in two or three heads. And all three can walk out the door.

I encode that judgment into decision engines that operate inside your company. Not documentation. Not training. Systems that decide the way they would.

Verifiable: 8 out of 10 decisions identical to your expert's, or your money back.

Apply for Diagnosis → Six projects per quarter · I review every application myself
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70%
The problem · The 70% Rule

70% of your best people's judgment isn't in any system. The other 30% is what does live in the manuals. It's the part anyone can copy.

It's not in the CRM. Not in the wiki. Not in the onboarding manual.

It's in what your sales director decides when the playbook doesn't apply. In how your head of operations knows an order is going to cause trouble before it does. In the exceptions, the warning signs, and the shortcuts nobody ever wrote down.

That 70% is what makes your company your company. And today it has an expiration date: the contracts of the people carrying it around.

Every time one of them leaves, you don't lose an employee. You lose years of sound decisions nobody else knows how to make. And you lose them twice: once when they walk out, and again during the 12 to 18 months it takes the next person to learn from mistakes that had already been made.

What you've already tried

Five attempts, one same mistake.

i

Documenting processes

Wikis, manuals, Notion. They capture the what, never the when or the unless. Nobody reads them, and the day you need them they're out of date.

ii

Recording the expert

Videos, internal training, handover sessions. They capture what the expert knows how to explain. What makes them valuable is precisely what they can't explain.

iii

A corporate GPT

Sounds great in the demo. Answers like a diligent intern: right in general, lost in the exception. It doesn't think like your expert because nobody taught it how your expert decides.

iv

AI consultants

They sell you tools and licenses. Your people's judgment doesn't come included in any license.

v

Hiring and crossing your fingers

An 18-month ramp-up, and the new person can leave too.

Documenting is writing down what your people know. Encoding is writing down what they decide when something happens. The mistake all five formats share: treating judgment as information. It's a sequence of conditional decisions.
How it works

Reverse engineering of your expert's judgment.

I don't train an AI on your documents. I put real cases in front of your expert, under pressure: specific, with a cost, with a trap. I extract the rules they apply without knowing they apply them. I write those rules as a system: rules, exceptions, and the conditions for each. And I calibrate it against test cases until it decides the way they do.

The standard is public and measurable: 8 out of 10 decisions identical to the ones your expert would make. Not 6, which is useless. Not 10, which is an overfitted system that breaks the moment a new case walks in.

The complete method is published, step by step. I'll send you the whole thing when we book the first conversation. What's for sale is execution, not information.

The three phases

A verdict, an engine, a system.

01
Diagnosis · 2 weeks

The verdict on whether your company's critical judgment can be encoded.

  • Immersion in your operation: which decisions concentrate value, and in whose heads they live
  • A pressure extraction session with your expert, built on real cases from your business
  • The Critical Judgment Map: what your company knows that isn't in any system, and what's at risk
  • A written verdict. Yes or no, with the reasoning

If the verdict is no, it ends there. You keep the Map and save yourself the rest. It's the knowledge-risk audit no software vendor will ever run for you, because their answer is always yes.

02
Build · 3 to 6 weeks

One critical workflow of your company, operating on your expert's judgment.

  • A Decision Engine deployed where your team works, not in a demo
  • Auditable Rules and Exception Matrix: you can read why it decides what it decides
  • Permissions, human review, and evaluation standards defined: what it decides alone, what it proposes, what it escalates
  • Up to three calibration cycles against real cases

Delivery standard: 8 out of 10, or I refund the full development cost.

03
Expertise OS · Quarterly

Your company's judgment operating as a single system.

  • Up to five connected engines: sales, operations, technical
  • Shared memory: what one engine decides informs the others
  • Review standards, plus an internal owner trained to govern the system
  • Continuous recalibration: when AI models change, your system doesn't fall behind

For companies where critical judgment doesn't live in one head, but in several.

The investment for each phase is shared after you apply, with the NDA signed. Before that, there is no number to negotiate.
The three guarantees
i.

An honest verdict

If your case can't be encoded, I tell you in writing during Diagnosis, with the reasoning. No further obligation. You save time and money.

ii.

8 out of 10, or your money back

If after three refinement cycles the engine doesn't hit the standard against real cases, I refund the full development cost. Ask any AI consultancy for this guarantee and watch their face.

iii.

Durability through technology shifts

Your encoded judgment doesn't depend on any specific AI model. When the models change, I recalibrate at no cost. The file is yours.

Who this is for

Companies of 50 to 500 employees where judgment is concentrated.

  • The sales director whose numbers can't be explained by effort alone, and nobody can replicate
  • The technical or operations expert who's retiring, or could leave within a few years
  • The founder who is still the bottleneck for every important decision
  • The family business preparing for succession
Who this is not for

Three disqualifiers before you waste your time.

  • Not for anyone looking to "implement AI." Nothing gets implemented here. What gets encoded is the judgment of specific people about specific decisions.
  • Not for companies whose expert isn't available. If the person is already gone, there's nothing to extract. This works with living judgment, not with the memory of it.
  • Not for anyone who wants a chatbot for the intranet. Anyone can sell you that, and cheaper.
Who signs

Twenty years selling technology to companies.

Vodafone · Factorial · Personio · Typeform

Five- and six-figure deals. The first judgment I encoded was my own: three enterprise sales methods turned into decision engines. A diagnosis that used to take me 60 minutes, in 2. Eleven auditable rules. 8 out of 10 on the first attempt. Read the full case →

Then I applied it to four published bodies of work: luxury, copywriting, B2B sales, and high-impact communication. All four passed the standard.

Encode, by Demian Valenzuela

Your company's judgment is going to walk out the door. The only question is whether you'll have encoded it first.

Six projects per quarter · Generic applications are discarded

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