Patent-pending behavioral assurance

Open-weight AI.
Deployed safely.

The assurance layer for sovereign enterprise AI. Models run inside your walls, and we keep their behavior honest.

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  • 0sensitive records leave your building by default
  • 1tenant. Yours. Air-gap capable
  • Audittamper-evident records a third party can verify

The problem

You can't put your most sensitive data on the best AI.

Closed frontier APIs

Claude · GPT · Gemini

  • Their weights never leave their servers, so your data and your operational intent must travel to them.
  • Data in transit, foreign jurisdiction and subpoena exposure.
  • No facility-level audit or chain of custody.
  • You can't run them on your own hardware. That is by design.

The buyers who most want AI are the ones who least can sign.

Health. Finance. Government. Regulated data, blocked from the best models by architecture, not by policy.

Why now

Three forces converge.

1

Open-weight caught up

Llama, Qwen, Mistral and DeepSeek now rival frontier quality, and their weights are downloadable, so a full model runs on your own hardware.

2

Sovereignty is mandated

The EU AI Act, HIPAA, DORA and FedRAMP/CMMC push the most valuable data toward dedicated, in-building AI.

3

No one assures behavior

The industry secures the pipe: transport, storage, access. No one polices whether the model itself quietly misbehaves.

The insight

Everyone secures the pipe.
No one secures the model.

Encryption and secure connectors move data safely to the model. But the model itself can silently degrade, emitting lower-quality or less-secure output when it infers a sensitive identity from context. We call it persona-delta, and to our knowledge no commercial API defends against it.

Your data
Transport · Storage · AccessSecured today
The model persona-delta lives here
Behavior under sensitive contextUnaddressed — until now
Trusted output

What we do

Open-weight AI, deployed safely — and assured.

Open-weight enclave

A full open-weight model runs on your hardware, single-tenant and air-gap-capable. Weights and data never leave.

Private Knowledge Runtime

Retrieval (RAG) over your private data, inside the enclave. The model reads your library without it ever leaving.

Behavioral-integrity assurance

We detect and neutralize persona-delta at the model boundary, the layer no API offers.

Per-customer SLMs

Specialized small models tuned to your workflow, for cost, speed and tight assurance.

Architecture

Data never leaves.
Only a scrubbed “bleb” ever does.

By default: everything stays home

Your dataPrompts + private store, in the enclave
Open-weight model + retrievalReasoning + RAG run locally on your hardware
Answer stays localNothing sensitive left the building

When heavy frontier reasoning is genuinely needed

BlebOnly a scrubbed, minimized fragment is created
Frontier modelReasons on the fragment only
Answer returnsTamper-evident, auditable

A “bleb” is the minimized fragment that stands in for your data. Patent-pending delegation-boundary method. Identity and records stay local; only a minimized bleb ever crosses the boundary.

The moat

The one thing no API offers — patent-pending.

Detecting and neutralizing implicit-identity leakage and persona-triggered behavioral degradation at the model delegation boundary.

Behavioral, not just PII

Judged by behavioral degradation, not the explicit-PII leakage every prior method measures.

Enterprise, with an audit trail

B2B, regulated, with tamper-evident records a third party can verify.

Provisional patent filed

The “bleb” method. Existing approaches focus on scrubbing explicit PII, not persona-delta.

The path

A staged path: fast pilot to sovereign enclave.

  1. 1

    Frontier-API pilot

    Fast on-ramp

  2. 2

    Private Knowledge Runtime

    RAG on your data

  3. 3

    Model routing

    Right-size each task

  4. 4

    On-prem open-weight enclave

    The real product

  5. 5

    Per-customer SLMs

    Specialized to your work

The product is open-weight in a private enclave. The frontier API is only the on-ramp. This is not a GPT wrapper.

Bring AI to the data
you can't share.

We're working with a small group of design partners in regulated industries. Tell us what you can't put on the cloud.

hello@celerent.ai →