A knowledge agent built for enterprise research. Workbench reads, reasons, and cites — so your analysts don't have to start from scratch.
10M+
Token context window
<2s
Median query latency
100%
On-premise capable

Workbench reads and cross-references thousands of documents simultaneously, surfacing the exact evidence your analysts need — not summaries, but cited reasoning chains.
Transforms unstructured corpora — filings, transcripts, reports — into queryable, typed knowledge graphs your systems can actually consume.
Every claim Workbench surfaces is stress-tested against contradicting evidence in its own context window. It doesn't just find answers; it finds the limits of those answers.
Full provenance on every response. Every inference is traceable back to a source, a passage, and a confidence level — because enterprise decisions require defensible evidence.
Documents, databases, APIs, or raw text — Workbench reads your corpus in its native form.
A multi-layered semantic index is built, preserving context and inter-document relationships.
Queries trigger adversarial reasoning — arguments are formed, then challenged before being returned.
Every output includes a full evidence trail: source, passage, confidence, and conflicting signals.
Runs entirely within your infrastructure. No data ever leaves your network.
Granular controls over who can query what corpus, at what depth.
Headless by design. Integrate Workbench into existing research workflows via REST or gRPC.
Define the vocabulary and taxonomy of your domain — Workbench reasons in your language.
Corpus snapshots are versioned. Reproduce any historical query with identical context.
Latency, coverage, and confidence dashboards out of the box with OpenTelemetry support.
Workbench is available to enterprise customers under a managed deployment model. Contact us to discuss fit and access.
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