LQS TEST DRIVE · FREE · NO ACCOUNT

Get a verifiable quality cert for any dataset.

Paste a public URL or upload a file. We compute the LabelSets Quality Score across 7–14 dimensions, sign it with our production Ed25519 key, and return a procurement-grade certificate you can attach to vendor reviews. No selling, no listing — just the score.

try:
Ed25519 signed Verifiable offline 7-dim proxy scorer ~3 second turnaround
Validating input
Fetching dataset metadata / file
Computing LQS dimensions
Signing certificate (Ed25519)
Couldn't score that.
LQS CERT · SIGNED · --
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Dimension breakdown
Signed envelope --
cert_hash --
public_key_id --
algorithm Ed25519
scorer --
The JSON cert is free forever. Upgrade for $49 (Standard) or $149 (Pro) to unlock a branded PDF, hosted permalink, and embeddable badge — what auditors and procurement teams actually paste into vendor reviews.
WHAT'S IN YOUR CERT

Procurement-grade. Vendor-neutral.

Every cert is a self-contained, cryptographically-signed JSON envelope. Auditors and AI risk teams verify it offline against our published public key — no LabelSets account or login required on their end.

Composite score + per-dimension breakdown

0–100 LQS composite plus the underlying dimensions: schema integrity, label production, modality fit, license clarity, contamination risk, and more.

Ed25519 signature, verifiable offline

SHA-256 cert hash + base64 signature. Re-verify against our published public key with one crypto.verify() call. No request to our server required.

Tier & confidence

Bronze → Silver → Gold → Platinum tiers with explicit confidence scores. URL-derived certs flag as proxy (cap 85); file-based certs run the full 14-dim engine for full procurement weight.

HOW IT WORKS

Drop in. Cert out.

No metadata to fill out, no listing to maintain, no fee. The same scoring engine that gates our $549–$799 marketplace listings runs against whatever dataset you point at it.

01

Submit

Paste a HuggingFace or Zenodo URL, or upload a file (signed in).

02

Score

Our scorer derives signals across 7–14 dimensions: schema, modality, label production, license, contamination, downstream projection.

03

Sign

The payload is canonicalized (sorted-key JSON), hashed (SHA-256), and signed with our production Ed25519 key.

04

Verify

Auditors run crypto.verify() against our public key to confirm the cert hasn't been tampered with. No round-trip to LabelSets needed.

Liked your score? List it.

If your dataset clears Gold or Platinum, you can flip it into a paid listing in under two minutes. The cert you just got carries straight over — same hash, same signature, same audit trail.

Or skip ahead with a pre-rated dataset.

Every dataset on LabelSets ships with a signed LQS cert — Gold or Platinum tier, contamination-checked against 40+ public evals, with 90% conformal prediction intervals on downstream F1. Plug it into your model package without the rate-and-clean cycle.