Recover the hours your team spends reading, copying, classifying, and following up.
We connect governed agents to documents, telemetry, stock, work orders, permits, and close-out. They prepare and route the work; named people approve decisions with operational or compliance consequences.
Automate reading, drafting, routing, and follow-up while people retain control of consequential approvals.
Every step is a call — not a promise.
Agents read, reason, call tools, draft actions, and wait for a human signature when the decision matters. Everything is logged in an inspectable run.
- 01readiot.pi.read(MT-14, vibration@30s) → 8.2 mm/s
- 02readcmms.assets.get(MT-14) → PM 500h ok · seal suspected
- 03reasonpattern matches 2 prior failures · confidence 0.78
- 04toolcmms.parts.reserve(SEAL-88, qty=2) → held#4419
- 05draftwo.draft.create(MT-14, corrective, seal) → WO-2836
- 06gatehuman.approve(shift_lead) → waiting for signature
Where an agent earns its keep
- [ 01 ]
Tool-using agents
Read the asset, the stock, the shift, the policy. Not just the last three chat turns.
- [ 02 ]
Human-in-the-loop
Draft is automatic. Release is a person, and we know which one.
- [ 03 ]
RAG on enterprise knowledge
Procedures, drawings, standards, and prior tickets — retrieved with a citation.
- [ 04 ]
Workflow automation
Jobs with owners. Failures that page at 02:00 instead of hiding in a log.
- [ 05 ]
Run log as product
Every tool call, prompt, and decision is inspectable — for the operator and the auditor.
- [ 06 ]
Governance
Model policy, data boundary, budget, escalation. Not left for a Slack thread.
What ships
- [ 01 ]Scoped agent with named tools and permissions
- [ 02 ]Approval interface for the human gate
- [ 03 ]Run log, replay, and rollback controls
- [ 04 ]Evaluation suite for the target loop
- [ 05 ]Cost & rate-limit dashboards
- [ 06 ]Governance doc — model, data, escalation
Where our agents already run
CMMS drafts work orders from alarms. Field summarises close-out. Learn tutors on a new procedure revision. Systems clusters similar findings. All under a person's signature.
Where agents run in our productsQuestions we hear before contract.
Custom software
Replace manual coordination and disconnected records with one system built around your process.
Web applications
Bring queues, records, decisions, and reporting into one controlled workspace for every role.
Mobile applications
Capture readings, photos, parts, and signatures on site, even when the connection disappears.
Have an operation that generic software can't fit?
Bring the loop that is currently a spreadsheet. We will say whether this is custom software, a product, an agent — or not ours.