Deep research that keeps the evidence chain visible.

A workbench for turning complex research requests into source-grounded reports with retained evidence, confidence tiers, traceable quotes, and independently verified claims.

Autonomous research with a deterministic floor. Decisions you can defend.

From inquiry to source-grounded report

Input

Research request

Start with materials, or talk it through.

Discover

Search widely for sources that could answer it.

Retain

Capture sources in full, not just a link.

Ground

Anchor claims to the sources behind them.

Verify

Check each claim's excerpt against retained source text; flag what lacks support.

Output

Source-grounded report

A report with evidence, confidence tiers, and open questions flagged.

Workbench system

Built for commercial research work.

Document-first intake

Bring your brief, memo, or raw prompt.

Upload a markdown or text file, paste a prepared request, or use both. Or talk it through with a request builder that turns intent into a launchable research brief.

Source discovery

Search and fetch are explicit phases.

Discovery results are treated as candidates. Evidence only enters source packs after fetch, extraction, retention, policy checks, and preparation for synthesis.

Grounded claims

Claims stay tied to the evidence behind them.

Claims, evidence links, source roles, unknowns, and confidence tiers stay visible through synthesis, export, and sharing.

Guarded execution

Autonomy with deterministic gates.

Coordinators can propose actions, but bounded workers execute durable phases. Invalid output is rejected, repaired when the next step is unambiguous, or stopped with visible state.

The workflow separates search, retrieval, judgment, evidence, and artifact production.

Intake
Normalize the request and preserve original user intent.
Acquire
Search, fetch, extract, and retain source payloads through auditable workers.
Compress
Prepare source-grounded notes with dates, methods, claims, caveats, and locators.
Verify
Extract claims, check support status, and assign confidence before final synthesis.
Deliver
Create private artifacts, exports, and fixed-version share links after evidence and quality checks.

The workbench keeps high-stakes research inspectable.

Source groundingRetained snapshots, excerpts, roles, and rationale

Claim verificationIndependent semantic verdict plus traceable quote provenance

Artifact deliveryPrivate report, deterministic checks, export, customer-controlled share

Operational traceRun phases, costs, events, retries