Engineering organisations
Ten years of decisions locked in a repository nobody is allowed to paste anywhere.
Code intelligence on private repositories
Ask questions across a codebase that cannot leave the network. Retrieval runs against your own index, on your own hardware, with no source in flight.
Incident review
Postmortems assembled from logs, tickets and chat inside the perimeter, with each claim pointing back at the artefact it came from.
Institutional memory
The design decisions of people who have left, made answerable again — including the reasoning that never made it into a document.
Specification to test
Draft coverage from the specification in your house idiom, for your engineers to review and own.
Accounting and finance functions
Books, packs and filings. The close stops running into the night.
The close
Reconciliation and variance narrative drafted from the ledger and last period's commentary, so the review starts from a draft rather than a blank page.
Audit preparation
Working papers assembled and cross-referenced, with a citation behind every figure so the reviewer checks rather than reconstructs.
Filings and reporting
Statutory and management reporting drafted in the firm's own format, in the register the partners already sign off.
Diligence at volume
A data room read in hours, with the exceptions listed, sourced and ranked by what would actually change the price.
Law firms and in-house counsel
Privilege is a wall, not a setting. Review runs inside the boundary or not at all.
Matter review
Review runs inside the boundary, against the firm's own index. Privilege is enforced by the absence of a route out, not by a configuration flag.
Drafting in the tone of the house
The letter goes out sounding like the firm that sent it, because the model was fitted on the firm's own correspondence.
Contract abstraction
Obligations, dates, caps and liabilities extracted to a schedule where every row points at the clause it came from.
Discovery triage
Relevance and privilege ranked with the reasoning shown and logged, so the decisions are reviewable rather than opaque.
Operations and procurement
Contracts, certifications, drawings and correspondence, read as one corpus.
Supplier risk
Contracts, certifications and correspondence read as a single body of evidence, with contradictions surfaced and sourced.
Specification extraction
Tolerances, materials and commercial terms pulled from drawings and datasheets into structured data you can query.
Exception triage
Logistics exceptions explained and routed, with the underlying documents attached to the recommendation.
Demand narrative
The story behind the forecast, written from your own history rather than from a template.