For F500 model-risk & procurement teams

Free signed LQS audit for one of your private training datasets.

Procurement-grade. 19 dimensions. 7-oracle consensus. Ed25519 signature your auditors can verify offline. Drop the cert hash into your SR 11-7, EU AI Act Art. 10, FDA 21 CFR 11, or §1557 paperwork. One free audit per company. No credit card.

Request your audit → Read the methodology →
Cost
$0 · one per company
Turnaround
24–48 hours from upload
Deliverable
Signed cert + methodology PDF
Cert fields map to the compliance paperwork your risk team already files
SOC 2
Type II · audit
HIPAA
BAA ready
EU AI Act
Art. 10 aligned
SR 11-7
Fed · model risk
21 CFR 11
FDA · e-records
GDPR · DPA
Art. 28 + SCCs
How it works

Three steps. Then you're audit-defensible.

Most procurement walkthroughs are slide decks. Ours is the artifact your model-risk team already wishes existed.

①
Submit the form below
Tell us the dataset domain and rough size. We reply within 1 business day with a secure upload link or, if your data is already at a HuggingFace / S3 / private URL, a direct ingestion path.
turnaround · 1 business day
②
We score against the LQS
Your dataset runs through the same 19-dimension scorer + 7-oracle consensus the marketplace uses. Contamination check vs 40+ public benchmarks. Subgroup-equity tracking. 95% confidence intervals on every dim.
methodology · LQS v3.1
③
You receive a signed cert
Ed25519-signed JSON cert, methodology PDF, and the public key. Your auditors verify offline — LabelSets is not in your trust chain. Drop the cert_hash into your model-risk paperwork.
delivery · 24–48hr after upload
Deliverable

What lands in your inbox.

A real cert your auditors can verify with openssl and a public key.

// LQS v3.1 — Ed25519-signed cert { "cert_hash": "7af9c0e2…b14d", "dataset": "acme-fraud-v3", "scored_at": "2026-05-01T14:22:18Z", "composite_lqs": 87.4, "tier": "Gold", "dimensions": { "label_accuracy": { score: 94.2, ci95: [92.1, 95.8] }, "contamination_clean": { score: 99.1, benchmarks_checked: 42 }, "subgroup_equity": { score: 81.3, demographic_parity: 0.94 }, "oracle_agreement": { fleiss_kappa: 0.87, oracles: 7 }, // + 15 more dimensions }, "compliance_mapping": ["SR 11-7", "EU AI Act Art. 10", "21 CFR 11"], "signature_b64": "MEUCIQDx…q9gA==", "public_key_fingerprint": "aa4c070af907e2ea" }
FAQ

The questions procurement always asks.

Is this really free?
Yes — one signed cert per company, no credit card. After that, audits are $499 per dataset on the standard tier (see /pricing).
What about our data security?
Upload over a per-tenant pre-signed link. Encrypted at rest. Deleted from our scorer 30 days after delivery unless you request retention. DPA + HIPAA BAA available on request before upload.
What dataset types do you score?
Tabular, text, image-with-labels, JSONL fine-tuning corpora, instruction/RLHF preference data. We've shipped certs for legal, financial, clinical, and code-generation datasets.
Can our auditors verify it without LabelSets?
Yes — that's the point. The cert is Ed25519-signed; the public key fingerprint is aa4c070af907e2ea. Verify offline with openssl or any standard library. We are not in your trust chain.
How big can the dataset be?
Free tier covers up to 100k rows or 5 GB, whichever is larger. Bigger corpora go through the enterprise track — same cert, different scoping.
What if our data is private and can't leave our VPC?
Private-mode scoring (Docker image runs in your AWS / GCP / Azure tenancy) is on the enterprise track. Note that on your form below and we'll route accordingly.
Request your free audit

Five fields. One business day to a secure upload link.

Free signed cert, one per company. Use a work email so we can verify the company.

We respond within 1 business day. We never resell your info. DPA / BAA available before upload.