Enterprise Context Fabric

The AI agent doesn’t decide. The Fabric does.

A haywire AI agent doesn’t misbehave because the model is bad. It misbehaves because nothing governed what it was allowed to know, do, or prove. The Fabric is that governance layer—and it runs before the agent touches anything.

See how it works

What a haywire agent does

Searches every connected system—touching sources it was never meant to see
Makes dozens of API calls, retrieves far more than required, then discards most of it
Proceeds on incomplete context and hallucinates the missing pieces with unearned confidence
Sends sensitive data to the model, including sources it was not supposed to have
Takes action with no governed boundary or record of what it knew and why

What the Fabric does instead

Determines what the agent is permitted to see before any source is queried
Assembles the minimum sufficient context—one governed package, not a scatter search
Names evidence gaps explicitly, so the agent knows what it does not know
Enforces a data sensitivity ceiling before confidential sources reach the model
Produces a content-free, signed, independently verifiable receipt

How the Fabric works

Five decisions the Fabric makes so the agent never has to.

At each layer, the Fabric narrows raw enterprise signals into the minimum trusted package. The agent arrives oriented, scoped, and bounded.

Enterprise Context Fabric architecture: signal authorization, context plan, governed assembly, synthesis gate, and evidence receipt
Enterprise Context FabricFive governed layers · one verifiable path

Enterprise signals

Signal authorization

01

Who is asking, and what are they allowed to see?

  • Identity and role resolved from authority context
  • Permitted sources confirmed; denied sources removed
  • No query sent to any restricted system

Context plan

02

What does this job actually need?

  • Minimum required sources scoped to the task
  • Freshness threshold set per source
  • Retrieval waste eliminated before a single API call

Governed assembly

03

Is the context sufficient, and is it clean?

  • Sufficiency threshold evaluated against the Mode
  • Package assembled—or the evidence gap is declared
  • Sensitivity ceiling enforced on every source

Synthesis gate

04

Should the model reason over this, and how?

  • Rules, templates, or bounded model reasoning declared by the Mode
  • Synthesis blocked if sufficiency or sensitivity fails
  • Action ceiling applied before any write permission

Evidence receipt

05

What happened, and can anyone prove it?

  • Content-free receipt: no prompt text or source payload
  • Hash-chained and signed, making tampering evident
  • Verifiable by an auditor without vendor involvement

Governed context package → agent

Enterprise protection

The agent never touches a system it is not authorized to reach. Permission enforcement happens before retrieval, not after.

zero unauthorized source queries

Fewer API calls

The Fabric assembles only what the job requires instead of searching broadly and discarding most results.

one governed package, not a scatter search

Lower inference cost

Minimum sufficient context means less sent to the model, lower cost per call, and more focused output.

minimum context in, minimum tokens billed

Higher output quality

Explicit evidence gaps and relevant context leave the model less room to confabulate.

gaps named—never guessed

Auditable by design

Every interaction records what was authorized, denied, and done in an independently verifiable artifact.

signed · hash-chained · content-free

The evidence trail

Not a log. Proof.

When an ungoverned agent goes wrong, there is no artifact answering what it could access and what it did. The Fabric produces a content-free cryptographic receipt for every governed interaction—hash-chained, signed, and independently verifiable.

Sample receipt · synthetic data

job_type          customer_renewal

sources_allowed   crm, email, support, contracts

sources_denied    finance_tier3, phi, other_accts

sufficiency       met · sufficient_for_draft

action_ceiling    read_only · no_write

content_in_receipt false

signature         ed25519:7f2a…b8c3

Independently verifiable

The agent does the job. The Fabric makes sure it stays within bounds.

See the architecture in a live synthetic demo—no login, no real data, ten minutes.

See the live demo