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Use case — Verifiable Origin

RAG Content Provenance

Anchor each RAG document to verifiable provenance at ingest — docHash, CID, and issuer signature — so the authenticity of every AI citation becomes cryptographically traceable.

Enterprise RAG platforms · Knowledge management · AI-native companies Plan Lemma Critical
01 · THE PROBLEM

Three voices from the front line.

  • IT / business DX

    “We need to lock a document's provenance at the moment it's ingested into RAG”

  • Governance

    “We want to verify later that a document is untampered and who issued it”

  • AI engineering

    “We want document versioning and tamper detection operated as one”

02 · THE SHIFT

Hand over the source, or just the facts?

Nothing changes on the floor. Everything changes for the receiver.

① Your team just saves, as always.

Your team's existing screen
The usual step
Fill in the record and save
On save
A proof is attached (API, behind the scenes)
The document itself
never sent

② They just open a link.

Their browser — verification
Not tampered
Proven fact
the version the AI used is an authentic publication
the document original and full text
not shown
Login / keys
not needed
Why Lemma
  • The document stays private — the record itself is never sent or disclosed.
  • Independent verification — the receiver just opens a link. No account, no keys.
  • Edits are detected — even a one-character edit fails verification.

At the moment an internal document is ingested into RAG, the original is encrypted and its fingerprint (sourceHash), issuer signature and valid version are inscribed on the index side. What the AI retrieves is not the original itself but only facts that carry provenance. A cited sentence can be traced through the inscribed fingerprint to the version it came from, and once revised, citations of the old version are structurally detected.

See the technical details ↗
03 · HOW TO CHOOSE

Why the usual methods fall short.

Only work that needs all three at once — pass without exposing, independent verification, tamper-evidence — is Lemma's domain.

Method Pass without exposing Independent verification Tamper-evident What happens
Access control / permissions“Someone inside could have edited it” remains possible
Masking / redacted copiesRedaction work grows; the original is still unproven
Encrypt and store / sendTo verify, the receiver needs it disclosed after all
Lemma (ZK proof)the only one with all 3 The receiver just opens a link
04 · HOW IT WORKS

How it works — and how to start.

What you prove
Provethe version the AI used is an authentic publication
Keep hiddenthe document original and full text
01 — youChoose the record to prove Start with the one flow where hand-offs cost you the most explaining.
Issue the proof
Senthash only
The documentnever sent
Issued 0x68d4…9f01
02 — you → themAdd issuance Call the API once when the record is finalized. The document itself is never sent.
The verifier's screen
Not tampered
SignatureIntegrityIssuer
03 — themLet the receiver verify They open a link — no account, no keys.

We help design disclosure scope and retention, run the PoC, and support production.

Start with a 30-minute call.

Tell us one document path where "indexed, but unsure the citation is trustworthy" applies, in the first 30 minutes. No source documents or index internals required.

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