Module · AI Oversight Fabric

The oversight layer above every model.

The frontier AI race is no longer a one-ecosystem contest. Western and non-Western models — OpenAI, Anthropic, Google, Meta, Mistral, DeepSeek, Qwen, Kimi, Pangu, Hunyuan and a rising tier of sovereign and private models — will co-exist inside every multinational institution. Cabier is the independent oversight fabric that governs them as one estate.

You choose the AI. Cabier orchestrates the trust.

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The model plane

Every model, one oversight surface.

The oversight fabric is model-agnostic by construction. Vendors named here are observed ecosystems, not endorsed choices — the fabric governs whichever the institution or sovereign has approved for use.

OpenAI

GPT family

Anthropic

Claude family

Google

Gemini family

The AssureCore boundary.

Fourteen assurance capabilities apply uniformly to every model on the plane. Same identity, same evidence, same signed audit ID, regardless of vendor, jurisdiction or ecosystem of origin.

Identity

Evidence

Decision ledger

Policy engine

Reasoning validation

Cyber inspection

Model registry

Prompt governance

Operational resilience

Risk scoring

Compliance mapping

Jurisdiction mapping

Regulatory mapping

Continuous monitoring

The seven questions

What the fabric answers, on demand.

Question 1
Which model made this decision?
Question 2
Where was the inference performed?
Question 3
Which jurisdiction governs the processing?
Question 4
Was sensitive data exported across a border?
Question 5
Which model version and fine-tune produced this output?
Question 6
Is the output reproducible on the same evidence set?
Question 7
Is the model approved for this business function today?

Who reads the fabric

Regulator, board, sovereign — one surface.

Regulators

A supervisory-technology view over multi-model AI usage inside a supervised institution.

Boards & auditors

One signed, dated posture across every model in the estate — no shadow AI.

Sovereign operators

Neutral oversight over Western and non-Western AI ecosystems used in-country.

Guardrails

What the fabric will not do.

Independence

Cabier does not train, sell, host or resell any model on the plane. The oversight layer sits above the stack — never inside it.

Model-agnostic

You choose the AI. Cabier orchestrates the trust — GPT, Claude, Gemini, Llama, Mistral, DeepSeek, Qwen, Kimi, Pangu, Hunyuan, sovereign or private.

No in-China deployment

Cabier oversight is deployed with regulated multinationals and sovereign operators outside mainland China. We do not run in-country in the PRC and do not offer that as a service.

Human-signed

No autonomous execution. Every material action passes a Trust Gate and is signed by a named accountable executive.

Regulator-safe

No comparative model benchmarks, no vendor rankings, no logos, no unsourced claims. Evidence-first, dated citations only.

Request a private brief Trust Gates CFIA hub Vertical AI Assurance Packs

The oversight layer above every model.

You choose the AI. Cabier orchestrates the trust.

What the fabric answers, on demand.

Question 1

Which model made this decision?

Question 2

Where was the inference performed?

Question 3

Which jurisdiction governs the processing?

Question 4

Was sensitive data exported across a border?

Question 5

Which model version and fine-tune produced this output?

Question 6

Is the output reproducible on the same evidence set?

Question 7

Is the model approved for this business function today?