Industrial and manufacturing

Customer inquiry

A prospect or support customer asks a technical question: compatibility, operating range, configuration constraints. The answer exists somewhere in your documentation. The slow part is finding the right version, in the right revision, with a source you can stand behind.

• Version-aware retrieval: the right answer for the right firmware revision
• Section-level citations: document name, version, table number
• Conflict detection: when two specs give different values, both are surfaced

Opportunity intake

A client brief, RFP, or spec lands in the team's inbox. The document is read immediately. A project is structured around it — brief attached, relevant past proposals and datasheets pre-loaded, intake template ready to fill.

Bid / No-Go analysis

Before anyone starts writing, a capability match runs against your internal knowledge: past proposals, product datasheets, domain experience. A Go/No-Go recommendation is generated — capability match, gaps, risks, and reasoning — so the decision is informed before the work begins.

Proposal writing

If Go: the proposal structure is scaffolded from a vertical template. Hardware, software, test, and commercial leads each author their sections. Each section draws on the shared knowledge base, with citations. The proposal orchestrator assembles the full document.

Review and sign-off

Formal stage gate: Draft → In review → Approved. Reviewers assigned, inconsistencies flagged between sections. Export to Word, receive tracked changes back, finalize.

Contract drafting

The SOW and contract are drafted directly from the proposal, keeping specs, technical choices, and SLAs tightly linked to the corresponding deliverables. Inconsistencies between the client's specifications and what the work contract actually commits to are flagged before the document goes out.

Negotiation support

When the client redlines the contract, each change is assessed against the underlying specs and technical commitments — warranties, liability, and SLA clauses don't exist in isolation. Non-standard clauses are flagged with that context in view, and formulations from past agreements are surfaced to move negotiation forward faster.

Milestone-gated delivery

Delivery in high-tech and manufacturing is rarely a single handoff. It runs through formal milestones — design freeze, prototype acceptance, factory acceptance test, final sign-off — each with its own deliverables, review requirements, and sign-off documentation. What needs to be produced at each gate is tracked and the evidence kept organized.

Test engineering

Test reports generated from raw logs and data. Findings cited back to specifications and standards. Cross-test analysis across multiple runs or configurations. Every claim in the report is traceable to the source log entry — not a manual summary.

Certification and regulatory compliance

Certification documentation assembled from product records, test results, and applicable standards (CE, UL, IEC, ISO, domain-specific). Compliance gaps surfaced before submission. Evidence package structured for the specific authority or audit format.

Field and technical support

After delivery, client engineers ask the same kinds of technical questions — but now the answers need to come from the as-delivered documentation, the right revision, the right configuration. Warranty and claims are handled the same way: assessed against the contract terms, the original specs, and the test evidence built during the project.

Engineering change management

When a change request comes in, the impact is assessed against the current specs, test records, and contract commitments before anything is approved or reissued. The documentation trail follows the change — not the other way around.

Documentation maintenance

As the product evolves through its support lifetime, documentation is kept current. Updated specs propagate to related documents rather than drifting out of sync over successive revisions.

Knowledge capture and reuse

Every approved proposal section, test finding, certification evidence pack, and answered question goes back into the shared knowledge base. The next proposal draws on this project. The next engineer inherits what this one learned. Knowledge compounds instead of being recreated each time.