Verification
Citations, quotes, claims.
Every citation, quotation, and factual claim checked against primary law — not against a headnote or a paraphrase.
The independent citation-Verifier model for legal AI. Citel checks every citation, quote, and factual claim against primary law, flags unverifiable or overruled authority, and returns a signed verification report.
Primary hardware · H100 / L4
Legal AI hallucinates citations, misquotes authority, and cites overturned cases. One bad cite in a filing risks sanctions and malpractice — yet no standalone, auditable verifier exists that firms can trust on any AI-drafted document.
Litigo's Verifier, productized: a dedicated model plus API that runs on Litigo output — and on documents from any other tool.
Every citation, quotation, and factual claim checked against primary law — not against a headnote or a paraphrase.
Flags overruled, questioned, or otherwise negatively treated authority before it reaches a filing.
A signed verification report drops straight into the audit trail.
A metered API third-party legal-AI tools can call on their own output.
Confidence scoring; unverifiable claims are flagged, always surfaced to a human.
| Layer | Technology | Why it's here |
|---|---|---|
| Hardware | H100 / DGX · L4 / RTX | Training the specialized Verifier model on citation-error datasets; high-throughput inference. |
| Libraries | CUDA · cuDNN · NeMo · NeMo Guardrails | Fine-tune the Verifier model and validate generative output. |
| Serving | TensorRT · Triton | Batch verification at low latency — fast enough for interactive drafting. |
| Platform | NIM · NVIDIA AI Enterprise | Deploy the verifier as a supported microservice, cloud or air-gapped. |
Verifying a long document means cross-encoding thousands of claim/source pairs per filing under tight latency. GPU cross-encoders and TensorRT serving make per-filing verification fast enough to run inline; CPU-only cannot.
A growing corpus of citation errors and corrections compounds with every verified document — training a verifier competitors can't replicate from public data.
A model built specifically for fabricated cites, misquotes, and stale authority — the exact failures that erode trust in legal AI.
Sold as a neutral citation-integrity layer other vendors also buy. Malpractice carriers can consume the reports as audit evidence.
Attached to every Litigo document, then opened as an industry trust layer with usage-based API revenue.
Citel verifies the output of every product: Verdex rationales, Discovo privilege calls, Deposa digests, and Litigo drafts — all against the shared primary-law corpus.