Problem
Critical operational knowledge sits in binders, PDFs and the heads of senior technicians. New staff take months to become effective and downtime grows while people search for answers.
Solution
Ingest SOPs, manuals and maintenance logs; provide a mobile assistant that answers questions with cited excerpts, supports local languages and records unresolved questions for supervisors.
Target customer
Mid-sized manufacturing plants and multi-site industrial operators.
Role of technology / AI
Retrieval-augmented generation over documents; multilingual models; usage analytics to identify documentation gaps.
Business model
Per-site annual licence with tiered user counts; implementation services for document onboarding.
MVP scope
Document ingestion, retrieval-based Q&A with citations, mobile web UI, admin view of unanswered questions.
Technology stack
Vector index, document parsing pipeline, foundation model API, mobile-first web app, SSO integration later.
Opportunity
Knowledge retention and faster onboarding are recognised problems with clear cost; few tools target plant-floor realities.
Risks and challenges
Poor document quality; connectivity constraints on the floor; long enterprise sales cycles.
This is a concept shared for discussion. It is not a validated business and no outcome is guaranteed. Last updated 11 September 2026.