Workflows
BIM/VDC, drawings, requirements, field verification, commissioning and operations.
← Field Guide
Independent observatory · 2026
State of AI for Engineering.
A living map of the companies, roles, products, workflows and evidence patterns shaping AI for engineering — with deployment and governance treated as first-class signals.
Working thesis
The field is moving from AI demos to engineering systems.
Useful systems connect physical context, technical information, investigation, evidence and human authority. The observatory tracks that whole chain instead of counting model features alone.
Products
Agents, copilots, digital twins, model-integrated tools and review workspaces.
Deployment
Desktop, local-first, enterprise, API and human-in-the-loop operating patterns.
Evidence
Provenance, evals, contradictions, counterexamples, approvals and feedback.
Research protocol
What gets mapped.
EntityCompany · role · product · workflow
ContextDomain · system · artifact · user
CapabilityDiscover · interpret · investigate · verify
SignalPublic evidence · release · adoption · claim status
Initial edition in preparation. Public entries will include source, date, category and confidence so the map can be updated without losing provenance.
Contribute a signal
Have a public engineering-AI system, paper or deployment pattern worth mapping?