Platform / Enterprise Model

Your AI has a model of the world. It's missing a model of your business.

How your company actually works was never public. The Enterprise Model captures it, and puts it to work inside every agent.

A model of the world versus a model of your business

The language model

Learned from the world

Brilliant at what's common. Left alone, it gives your agents the world's average.

The enterprise model

Built from what only you have

Your definitions, exceptions and escalation paths: never on the open web, and yours alone. Hapax is the engine that turns them into a model.

Today that knowledge is scattered: in the docs in your RAG index, a system prompt, a spreadsheet mapping product codes because the AI kept getting them wrong. Implicit, unowned, and shaping every answer. Hapax turns it into a model you own.

Scattered artifacts (a doc in your RAG index, a system prompt, a spreadsheet, tribal knowledge) converging into one owned Enterprise Model

What it captures

Seven kinds of thing, describing how your business actually works.

The Enterprise Model at the center, orbited by the seven kinds it captures: terminology, definitions, entities, relationships, rules, processes, and intent

Terminology – Your words, and which mean the same thing

Definitions – What each term means, precisely

Entities – The things you deal in, and how to tell them apart

Relationships – How those things connect

Rules – What’s allowed, and who can make exceptions

Processes – How the work really gets done

Intent – What you’re trying to achieve, and the trade-offs

What you get for it

Generic AI is generically smart. The Enterprise Model is what makes it enterprise-smart, each capability the end of a failure you already know.

Grounding“It makes things up.”

Answers anchored to your facts, not the world’s average.

Consistency“Two teams, two numbers.”

The same question gets the same answer, whoever asks.

Restraint“It answered something we have no data on.”

It says so instead of inventing an answer.

Traceability“Nobody can tell where that came from.”

Every output traces back to a source you can check.

Accountability“It went wrong and no one owns it.”

A named owner and a standard to judge against.

Fit“It was right, and useless.”

It answers the real decision, not just the literal question.

Reliable action“It acted when it should have stopped.”

Trusted to act, and to stop at the exception.

Why it's fast with Hapax

Built from what you already have

Hapax pulls rules out of your existing documents and learns real processes by observing the work, not by interviewing people about it.

In use the moment it changes

The model lives with the agents and workflows that use it. A definition settled this morning is in effect this afternoon, with no integration project in between.

How much of it Hapax carries

Building an enterprise model takes ten conditions, kept true as the business changes. Hapax covers a large part of that territory.

A progress bar divided into ten segments, filled to a large part, showing Hapax covers most of the ten conditions

Shared vocabulary – Terms settle where the work happens, then promote across the tenant.

Authoritative knowledge – Establishes which source wins when two disagree.

Declared coverage – Keeps a record of what’s covered, per domain.

Identity – Resolves when two records are the same thing.

Entitlement – Per-element control over who and what can reach any context.

Business intent – A place to record what you’re aiming at, where agents act on it.

Policies & rules – Extracts policies from prose so agents can apply them.

Provenance – Maintained across entities, relationships and promotions.

Ownership – A place to record who owns what, and put it to use.

Work context – Observes the real workflow, its exceptions, and the judgment calls.

Turn generic intelligence into your outcomes.

Hapax has already built the enterprise model. Your team builds nothing. You integrate it into your organization, and from day one it captures how your business actually works. The Enterprise Model Field Guide is the full picture.

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