Katacylizm · Expert Value Framework

The Expert Value Framework

From invisible expertise to measurable value.

A contribution can keep its lineage from the human mind to the enterprise outcome — without forcing the company to surrender lawfully commissioned IP. Ownership and human dignity are treated as a trade-off. They don’t have to be.

Join the Expert Council → See how lineage is stored

The problem it solves

Expertise disappears into the thing it made possible.

This is not a complaint about credit. It is a structural gap with three consequences, and the third one is why companies should care more than experts do.

01 / THE ARTIFACT SURVIVES

The method doesn’t.

The deck, the script, the saved account — all kept. The reasoning that produced them was never captured in a form anything could reuse, so it leaves with the person.

02 / THE VALUE CONTINUES

The trace does not.

A contribution keeps producing revenue and reducing risk for years. Nothing records that it came from a specific judgment, made by a specific person, on a specific basis.

03 / SO EXPERTS STOP GIVING

And the corpus starves.

People who can read a room learn to hold it back. Rational, and expensive: the organization ends up buying the same judgment repeatedly instead of compounding it once.

The framework exists because a reasoning corpus is only as good as what experts are willing to put into it. Attribution is not a courtesy here. It is the supply mechanism.

The six steps

Judgment to recognized value, without losing the thread.

Expertcontributes reasoning

Assetstructured and scoped

Quality Gatevalidated and bounded

Deploymenthumans and agents

Outcomeuse and evidence

Valuerecognition and participation

STEP 01

The expert contributes reasoning

Not a document dump. A judgment about a real situation: what was happening, what was actually being protected, what to do about it, and where that stops being true.

Contribution can come from a live read, a review of someone else’s, or a correction
Identity is authenticated at the point of contribution, not reconstructed later

STEP 02

It becomes a structured, scoped asset

The judgment is given a context of validity, explicit boundaries, and its supporting evidence — the anatomy described in the architecture.

Scope is narrow on purpose: an asset that claims everything proves nothing
Version one is recorded as version one, not as the truth

STEP 03

The Quality Gate validates or rejects

A human-governed standard decides whether it may become reusable intelligence. Rejection is the common outcome and carries no penalty to the contributor.

Generic, unsafe, or unbounded reasoning does not enter memory
Review standing accrues to reviewers as well as authors

STEP 04

It deploys to humans and agents

Retrievable inside authorisation scope, inside its own boundaries, to people and to autonomous systems under the same rules.

The contributor’s lineage travels with the asset into every use
Boundaries follow it, so reuse cannot quietly exceed the original claim

STEP 05

Outcomes generate evidence

What happened when it was used — including the times it was wrong. Evidence is what separates a validated asset from a confident opinion.

Wrong outcomes are as valuable as right ones; both refine the boundary
Evidence feeds the governed candidate for the next version

STEP 06

Value becomes visible and participable

Contribution stops being a story someone tells in a performance review. It becomes a record: what was contributed, how often it was used, and what it was part of.

Recognition is automatic; compensation is whatever the contract says
The company keeps its commissioned IP throughout

The doctrine

Three positions, held at the same time.

Most attempts at this pick a side: either the company owns everything and the human disappears, or the human holds the work hostage. The framework refuses both.

Company keeps
the commissioned IP

Expert keeps
authenticated lineage

Contract defines
the participation

Position 01

The company keeps commissioned IP

If an organization lawfully commissioned the work, the framework does not create a competing claim on it. No employee suddenly owns a share of the product, and no consultant gains leverage over a delivered engagement. This is what makes the framework adoptable by a legal department rather than blocked by one.

Position 02

The expert keeps authenticated lineage

Lineage is the durable, verifiable record that a specific judgment came from a specific person. It is not ownership, and it is not a royalty. It is the thing that currently gets erased — and the reason experts stop contributing. Kept, it becomes portable professional proof.

Position 03

The contract defines participation

Katalyst enables measurement. It does not prescribe one universal compensation model, because the right model differs by employment status, jurisdiction, and industry. What the framework guarantees is that participation can be defined against something real instead of a manager’s memory.

Position 04

Measurement precedes money

Every discussion about rewarding expertise stalls on the same question: rewarded for what, exactly? Contribution signals answer it — validated assets contributed, reuse across situations, outcome-linked usage, and review standing.

Illustrative, not prescribed

Participation models the framework can express.

These are shapes a contract could take once contribution is measurable. They are examples of what becomes possible — not offers, not defaults, and not advice.

MODEL A

Recognition only

Lineage is recorded and visible internally; no money changes hands. The lightest possible version, and often the right starting point inside an employer relationship.

MODEL B

Milestone acknowledgement

A one-off award when a contribution passes the gate and reaches a defined level of reuse. Simple to administer, easy to explain, no ongoing obligation.

MODEL C

Usage-weighted pool

A fixed pool distributed against reuse and outcome signals across a period. Keeps cost bounded while still tracking real contribution.

MODEL D

Contributor agreement

For external experts and council members: a negotiated arrangement covering scope of contribution, lineage rights, and participation, agreed before any judgment is contributed.

Illustrative only. Nothing on this page is legal, tax, employment, or financial advice, and nothing here creates an entitlement. Whether any model is available or appropriate depends on the agreement in force, employment status, and applicable law in your jurisdiction. Participation is always defined by contract.

Being precise

What the framework is not.

It is not

✕A claim on IP a company lawfully commissioned
✕An automatic royalty or revenue share
✕Employee surveillance dressed as attribution
✕A marketplace where judgment is listed and sold
✕A way to make a contributor’s data portable to a competitor

It is

✓An authenticated record of whose judgment produced what
✓A measurement layer for contribution and reuse
✓A governance position a legal team can actually sign
✓The reason experts are willing to feed the corpus
✓The mechanism that makes reasoning auditable years later

Does this mean our employees will own part of our AI?

No. The company keeps commissioned IP. What employees gain is an authenticated record that their judgment produced a given asset — recognition and traceability, not an ownership stake. Any financial participation exists only if a contract creates it.

Isn’t tracking contribution just monitoring by another name?

The unit tracked is a contributed, validated reasoning asset — something a person chose to submit — not their activity, keystrokes, or call minutes. If a person contributes nothing, there is nothing to record.

Why would a company want lineage at all?

Because the day someone asks why the system said what it said, lineage is the only answer that holds. It also lets you retire a bad pattern precisely instead of guessing where it spread, and it tells you which experts are actually raising the organization’s baseline.

What does an expert get out of contributing?

A portable, verifiable record of judgment that worked — and, where a contract provides for it, participation in the value it produces. For council members that record is the point: proof of expertise that does not depend on a former employer remembering you fondly.

Can we adopt the measurement without the money?

Yes, and most will start there. Recognition-only is a legitimate configuration; measurement is the prerequisite for every other model, so it is the right first step regardless.

Two doors

Whose problem this solves first.

For operators and experts

Your judgment stops being anonymous. The Founding Expert Council is where domain judgment becomes governed, attributed reasoning assets — with lineage that stays yours. Join the Expert Council →

For enterprises

Your best thinking stops leaking. Design partners deploy the layer where resistance is costing the most, and help shape how contribution is measured inside a real revenue org. Become a design partner →

Next step

Measurement first. Then the conversation about value.

If expertise is the scarce input to everything your organization is trying to automate, the first question is not what to pay for it. It is whether you can see it at all.

Talk to Jazz about the framework → Read the thesis

Not legal or tax advice · Architecture · Expert Council