01_Investigation agents for industrial assets
AI agents for asset reliability.
Agents that automate investigation workflows across your connected systems, to reduce downtime and drive production revenue.
Failures leave a trail. MatterTwin agents follow it, cite every step, and move the workflow forward.
Agents on top of the systems you already run.
Integrate EAM, CMMS, and document sources. Agents analyze across them, automate investigation workflows, and draft actions your team can approve.
Connected evidence
Agents analyze work orders, history, manuals, and SOPs from the systems you integrate.
Cited reasoning
Every claim links back to a source. No black-box answers.
Natural-language brief
Ask the way you'd ask a senior engineer.
Ranked hypotheses
Agents propose explanations. Experts review and challenge them.
Evidence gaps
Missing data is flagged so the team knows what to collect next.
Workflow-ready drafts
Agents draft the next work order or action. Nothing runs without approval.
From integrated data to approved action.
Connect the data
Agents pull from the systems you integrate into one investigation brief.
Investigate with sources
Reasoning stays tied to evidence at every step.
Hypotheses, ranked
Plausible causes ordered. Gaps called out.
Automate the handoff
The investigation becomes a drafted workflow step, ready for review.
You approve
People decide. Throughput compounds as the system learns.
Quiet coexistence
Not another EAM or CMMS. Agents sit above your stack, analyze integrated data, and leave write-back to you, so downtime risk drops without ripping out systems of record.
“Stop hunting five systems to explain one failure.”
Engineer
“Lower downtime risk without adding headcount.”
Reliability leader
“Agents read integrated systems. Write-back only after approval.”
IT / OT owner
Built for operators who live on uptime.
Rail & Transit
Agents carry fleet data to the depot that needs it, so assets return to service faster.
Energy & Utilities
Investigate with connected evidence before the truck rolls.
Logistics & Maritime
One cited investigation trail from shore to ship, fewer stalled assets.
Materials & Industrials
Agents work across mixed systems to protect uptime and production throughput.
Walk an agent through a real failure.
Thirty minutes on a case you already know. Bring the systems and data you care about.