Evidence-Backed Intelligence for Engineering, Compliance and Operations

Before you approve an engineering change (ECO / ECR), see what it touches. Given a changed part, requirement or parameter, kiLM walks the trace graph, bill of materials, knowledge graph and policy across every connected domain and returns a de-duplicated impact graph — with per-node severity and confidence — plus a what-if checklist. Read-only, access-scoped, and qualified by your available trace and connector coverage.

Follow any item end to end — requirement to design to part to test to field. kiLM anchors the digital thread on governed evidence triples so you can trace forwards and backwards across domains and see provenance for trace links emitted through supported, provenance-complete ingestion paths — without stitching exports together by hand.

Know exactly which requirements are verified — and which are not. kiLM ingests ReqIF and SysML / XMI, plus supported TestRail and Xray exports (live API connectivity is separately configured and validated), builds the SATISFY / VERIFY / COVERS traceability edges, and folds them into live coverage ratios, gaps and a verification-and-validation health verdict — supporting coverage analysis and audit-evidence preparation for programmes held to standards such as ISO 26262 and DO-178.

Rationalise your parts. kiLM extracts and reconciles bills of materials across systems and surfaces reviewable duplicate, consolidation and reuse candidates through entity resolution and graph link-prediction — decision support for stewardship, not automatic resolution.

Stop re-running what you already know. kiLM indexes simulation metadata and selected extracted results — depending on format and connector depth — so engineers can ask “have we simulated this before?” and find prior runs, conditions and results through hybrid search.

One reviewable version of each entity. kiLM proposes a canonical registry of your customers, suppliers, parts or products and surfaces duplicate and merge candidates for stewardship review — a read-only decision aid, not an operational MDM master or automatic merge.

Governed trade-item catalog and delivery assurance across order, inventory, shipment and delivery. kiLM anchors each market item to a checksum-valid JAN/GTIN identifier and traces it through your operational records — with the source document behind every value. External product and market data stays Bring-Your-Own-Data; kiLM does not bundle or license a GS1 registry.

Governed project controls and delivery assurance layered above the planning, engineering, financial and work-management systems you already run. kiLM is not a task board and does not replace Microsoft Project or Primavera — schedule and earned-value mathematics stay deterministic, and AI explains status without ever authoring authoritative project state.

Never miss a commitment. kiLM extracts obligations and deadlines from contracts and regulations, tracks each through its lifecycle, and links it back to the source clause — supporting compliance evidence and auditability rather than proving certification.

Find who knows. The data foundations — the people / organization domain and context-graph memory — connect people to the work they have touched (documents, decisions and domains). The dedicated expertise-ranking product surface is in preview.

Planned. Subscribe to the entities that matter and be notified when a change affects them, combining the impact engine with governed notifications and scheduled digests. This capability is on the roadmap and shown here as a preview of intent.

The horizontal delivery layer beneath all four families. Over the Model Context Protocol and the kiLM API, approved clients — your agents, copilots and enterprise systems (PLM, ERP, MES, ticketing, in-house LLM apps) — receive kiLM's governed answers, evidence and impact graph in place. The governed corpus remains in the customer's dedicated deployment; only policy-authorized, request-scoped outputs are returned to approved clients, through gated, egress-controlled tools.

Every solution here runs inside your deployment, on infrastructure you choose. Tell us the systems, sources and governed outcome you need, and we'll scope the right first solution — with its modules, connectors and validation plan.