"pricing":
Pay per dataset. Verify before you pay at all.
Demo access is free and carries the full provenance chain — subscribe once your own checks pass. Paid plans are per dataset, monthly, no long-term lock-in.
demo
$0
no card required
Verify the provenance chain yourself before paying anything.
- Sample datasets in every niche
- Full provenance chain on every record
- Signed Merkle manifest per release
- JSONL downloads
starter
$99/mo
per dataset / month
A production corpus, refreshed weekly.
- Weekly release updates
- JSONL + signed manifest
- Per-record provenance fields
- Email support
pro
$299/mo
per dataset / month
Daily updates with diffs — re-embed only what changed.
- Daily release updates
- Versioned diffs, stable chunk IDs
- RAG/embedding license with indemnification
- Priority support
enterprise
Custom
custom agreement
Every dataset, your niches, our pipeline.
- All datasets, all niches
- SLA on freshness and availability
- Custom niches and connectors
- Dedicated support
every plan includes
Full per-record provenance chain
Signed Merkle manifest per release
JSONL + Croissant metadata
Open-source verify CLI
Need every niche, or one we don't have?
Enterprise covers all datasets, SLAs on freshness, custom niches and connectors, and dedicated support. Billing goes through a contract, not a checkout.
"faq":
Questions buyers actually ask
Can I legally embed and retrieve over this data?
Yes — that is the point. Every dataset ships under an explicit license that permits RAG, embedding, and retrieval use. Pro and Enterprise licenses include indemnification. No scraping gray zones: we collect from primary sources, honor robots.txt and opt-outs, and carry no personal data by design.
How do I verify provenance?
Every record carries its source URL, fetch timestamp, and SHA-256 of the raw response. Every release ships a manifest with a Merkle root over all record hashes, signed via sigstore. Recompute any record hash, walk it up the tree, compare against the signed root — independently, with the open-source verify CLI or your own code.
How often are datasets updated?
Cadence is per dataset and per plan: Starter ships weekly releases, Pro ships daily. Each release is versioned with a public changelog of added, updated, and removed records, so you always know what moved.
What formats do you ship?
JSONL for records and retrieval-ready chunks, plus a manifest.json per release with file hashes, counts, quality metrics, and the signed Merkle root. A Croissant (MLCommons) metadata file describes each release for dataset tooling.
Can I try before paying?
Yes. Demo access is free and needs no card — sign in with your email and download sample datasets in every niche, with the full provenance chain intact. Verify first, subscribe after.
Do you build custom niches?
On the Enterprise plan we build custom niches and connectors against your source list, with an SLA on freshness. Tell us what your retrieval layer is missing via the contact form.