Restormel · Connect

The context layer
your auditors can read

Restormel Connect is the control plane for verified context — provenance-traced, quality-gated knowledge that agents in regulated domains can actually be held accountable to. Every claim your agents receive carries the evidence it was bound against, the verdict record, and a trace your compliance team can export.

≥ 90% supported claims bar

The published G2 gate. Every ingest run is held to it — your agents only receive context that cleared the bar.

100% fabricated-claim recall

Measured 2026-06-10, cross-model routing (extractor: gpt-4o-mini · validator: Llama-3.3-70B). Re-run weekly in CI.

0% affirm-unseen under cross-model

The direct test that the fail-open gate holds: the validator was never shown a claim, and it never passed it.

Measurement: 2026-06-10. Extractor: openai:gpt-4o-mini · Validator: together:meta-llama/Llama-3.3-70B-Instruct-Turbo. Re-measured weekly in CI — a red run treats the claims ledger row as broken until the bar recovers. Full detail: Verified context guide.

Why did the agent say that?

That question is the one regulators, compliance teams, and cautious buyers actually ask. Connect answers it structurally, not after the fact.

1 · Claim

The agent receives a supported claim in its context. The state is not asserted — it means Layer-1 binding passed (quote + offsets + source hash) and the cross-model entailment judge agreed.

2 · Citation

The claim envelope carries evidence[]: the verbatim quote, character offsets, and a SHA-256 of the exact source version it was bound against. Open the cited source and check the quote yourself.

3 · Trace export

Follow trace_ref on any claim to the retrieval's full audit record: the query, the verification policy in force, every considered claim with its state and reason for inclusion or exclusion. Export as JSON for your audit file.

  • Provenance-traced context

    Every claim served to an agent carries verification state, bound evidence quotes with character offsets and source-version hash, judge attribution, and a trace link. An auditor can walk from an AI output back to the exact source passage in four steps.

  • Quality-gated knowledge graph

    The ingest pipeline runs extraction → validation → remediation with fail-safe gates at every step. Omitted verdicts default to the review queue — never to a pass. The graph clears a published bar (≥ 90% supported, ≤ 2% unsupported) or it surfaces the shortfall.

  • Cross-model verification

    The model family that validates a claim is deliberately different from the one that extracted it. The same-model control affirmed unseen claims 66.7% of the time; the cross-model configuration: 0%. That asymmetry is why cross-model routing is the product default.

Use case · regulated domains

The audit trail your compliance team needs

Legal research tools, clinical decision support, and financial-analysis copilots share one requirement: when the AI says something, a qualified person must be able to check why it said it. Connect makes that check mechanical rather than aspirational.

Legal
Case law and regulatory corpus ingested with claim-level provenance traces. Every cited passage carries the source document version it was bound against — counsel can verify the quote in seconds, not hours.
Pharma / clinical
Trial data and clinical guidelines with verification state per claim. Unsupported or contradicted statements are excluded from agent context, not blended in. The exclusion log is part of the trace — auditors see what was withheld and why.
Finance
Earnings, filings, and research reports gated to the published quality bar. The trust scorecard (GET /connect/v1/graph/scorecard) shows the current verification coverage and G2 breakdown at any time — not only after an ingest run.

Read the verification chain →

Pair with Restormel Keys for BYOK on every ingest stage, Restormel Graph to visualise the knowledge graph in your app, and Restormel Testing to assure agent behaviour in CI.

Fits your stack

Compatible with your stack

Restormel

Control layer

Route · ingest · verify

Your product

Grounded agents

Cited answers, your keys

No rip-and-replace — keep Neon, SurrealDB, and your providers.