From prerequisites to audit-ready output

What you need before agents run

Engaineer plugs into your existing engineering stack. Prepare these inputs so validation is grounded in your project reality—not generic checklists.

• folder_openDocument corpus — P&IDs, isometrics, datasheets, procedures, and calculation packages (PDF, DWG metadata, XLSX).
• library_booksStandards pack — ASME, API, ISO, Eurocodes, or your internal specs enabled for the project.
• badgeAccess model — SSO roles for engineering, QA, and compliance reviewers.
• lanIntegration path — EDMS / SharePoint / object storage, or air-gapped import packages.

Deep document intake

Agents parse structure, tags, equipment IDs, and clause references. Semantic OCR and CAD metadata extraction build a searchable engineering graph for the job.

What Engaineer does on every run

A multi-agent workflow cross-references your documents against selected standards, flags drift, and drafts remediation-ready findings with clause-level evidence.

1. 01Route the package to specialized agents (piping, vessels, electrical, procedures).
2. 02Retrieve relevant standard clauses and project specs via hybrid RAG.
3. 03Validate with rule packs plus LLM reasoning; score severity and confidence.
4. 04Emit an audit trail: who ran what, which clause, which document span.

Online or on-premise—same workflow

Choose the control plane that matches your data residency and network constraints. Agent logic and standards packs stay consistent across modes.

What engineers and QA receive

Every job produces actionable artifacts—not a black-box score. Teams review, assign, and export into existing EDMS or audit packages.

• fact_checkFinding list with severity, clause citation, and document location
• descriptionDraft compliance reports and redline-ready notes
• monitoringPortfolio dashboards for drift, coverage, and agent throughput
• historyImmutable run history for regulators and internal audit