Trust infrastructure for AI models

Give every model
a passport.

Fine-tune, evaluate, scan, and prove — all on hardware you control. Every run emits a cryptographically signed Model Passport that a regulator, auditor, or buyer can verify without ever touching your weights or your data.

Install the tooling: pip install 'soup-cli[sign]'

Why it exists

Training a model got cheap. Proving it didn't.

Showing a bank's risk committee, a hospital's counsel, or an EU regulator that your model is safe, clean, and better is still a months-long manual project. Soup makes that proof a by-product of the work you already do.

Local-first

Nothing leaves your machine until you export. No telemetry, no phone-home — every step works at zero internet, air-gapped by design. (The packaged air-gap installer for locked-down deployment is an Enterprise add-on.)

The artifact is the interface

Engineers work in the terminal. Everyone else — compliance, auditors, buyers — just consumes the signed file the tooling produces.

We sell the printer, not the paper

The passport records only hashes and evidence, never your weights or data. Your documents stay with you; the proof travels.

One command each

From checkpoint to signed proof, in five steps.

Each step writes tamper-evident evidence; the last one folds it all into a single Ed25519-signed passport. Runs offline, no GPU required to try.

1

scan

Checkpoint integrity + backdoor / tamper scan. Catches poisoned pickles before they load.

exit 4 on threat
2

eval

Runs your suite and checks for regressions against a baseline. Scores in, deltas out.

before → after
3

gate

A binary SHIP / DON'T SHIP verdict. Non-zero exit fails your CI pipeline automatically.

SHIP / block
4

passport

Assembles the seven-block record and self-signs it. Honest gaps marked, never invented.

signed JSON
5

verify

Anyone re-checks the signature and hash chain. Green if untouched, red on a single byte.

✔ VALID
What's inside

Seven blocks. One signature. Zero secrets.

A single canonical JSON file — hashes and evidence only. Change one byte anywhere and verification turns red and names exactly what moved.

Identity & data

Base-model fingerprint and licence, dataset hashes, PII-scan result — provenance without exposing a single row.

Training & evaluation

Method, hyperparameters, hardware, duration, the full environment, and before/after scores with the ship verdict.

Security & accountability

Integrity + backdoor findings, who ran it and when, and the Ed25519 signature — personal or your organisation's.

See it yourself

Verify a passport in your browser.

The verifier runs entirely client-side — the passport never leaves the device. Load the sample and watch it turn green; it's the exact check soup verify runs.

Open the verifier →
Open-core pricing

Individual capability is free. Organisational proof is the business.

Train, evaluate, scan, self-sign, and verify — free forever, for everyone. Pay only when you need to prove things at organisation scale.

Free

$0 / forever

Every individual engineer. Open source, Apache-2.0.

  • train · eval · gate · scan
  • Self-signed passports
  • Verify — free for the whole world
  • Model-card export
  • Organisation signing
  • Regulator document packs
Get it on GitHub
Most popular

Pro

$99 / mo per org

Startups & teams shipping models into regulated buyers.

  • Everything in Free
  • Organisation signing ("signed by MePlay Corp")
  • EU AI Act (GPAI) & GDPR packs
  • Hosted passport registry
  • Model adoption (BYOM) credits
  • Air-gap bundle & self-hosted registry
Start with Pro

Enterprise

Custom

Banks, health, and anyone with a Model Risk function.

  • Everything in Pro
  • Bank MRM, HIPAA, Annex IV, NIST/ISO packs
  • Self-hosted registry (your infra)
  • Air-gap bundle + HSM / PKI signing
  • SLA & security review
Talk to us
One passport, many documents

A new regulation is a new renderer — never a new product.

The same signed passport maps into whatever a given regulator or buyer expects. Audit-ready evidence, generated from cryptographically verifiable run records.

Model card FREE EU AI Act · GPAI PRO GDPR · DPIA PRO Bank Model Risk (SR 26-2) ENT EU AI Act · Annex IV ENT HIPAA de-identification ENT NIST AI RMF ENT ISO/IEC 42001 ENT
Partner programme

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1Create your link above.
2Send it to a company you work with.
3They subscribe — the sale is tagged to you.
4You get paid 51%, after the refund window closes.