The platform

One platform, from the sensor to the system of record.

Connect any system, discover the real processes across OT and IT, deploy governed AI digital workers, prove them continuously, and govern every action, with a live, seeded demo you can explore right now.

Connect & understand

A living knowledge graph across every system.

Manifest-driven connectors bring in your SaaS, ERP, HR, databases, and the plant floor. Records normalize into entities and relationships, so you get one model of how your operation actually runs.

  • 68-connector catalog: IT systems + OT machines
  • Entity + relationship extraction with source traceability
  • Asset twins that span the graph
OPC UALIVE
opc.tcp · 214 tags
MQTTLIVE
Sparkplug B · 96 topics
MTConnectSAMPLE
HTTP agent · 3 mills
HistorianLIVE
time series · 90 d
MESSAMPLE
orders · genealogy
CMMSSAMPLE
work orders · assets
ERPLIVE
REST · OAuth
CRMSAMPLE
REST · OAuth
HRISSAMPLE
people · roles
SQLSAMPLE
read replica
Data lakeSAMPLE
parquet exports
FilesSAMPLE
SOPs · drawings
Live 4 of 12 · the rest on sample data
Example stack

Plant floor (OT)

Discover the as-run process from raw machine telemetry.

Ingest over OPC UA, MQTT Sparkplug B and MTConnect, then rediscover the real technological flow, where reality diverges from the master recipe, where the bottleneck is, and which asset is degrading.

  • Live edge ingestion, no data hand-labeled
  • Conformance vs. master recipe + bottleneck
  • Condition monitoring / predictive maintenance
Plant to ledger · ISA-95 levels · live example
L0FieldSensors, drives, pumpsL1ControlPLC · safety systemL2SupervisorySCADA · HMIL3OperationsMES · historian · CMMSL4BusinessERP · CRM · financeGoverned layerReads every level. Writes wait at the gate.READINGS IN, LAST MINUTE1,710WRITES APPROVED AT THE GATE3WRITES BELOW SCADA0no path, by constructionplant readingbusiness readingapproved writeblocked
Example flow on the sample estate

Machine telemetry

Live gauges and 24h–90d history, model-ready.

Every machine gets its own view: temperature and spikes, vibration and its dominant frequency, RPM, flow, reservoir level, throughput, recorded continuously and exportable to train anomaly, RUL and forecasting models.

  • Per-signal history: 24h · 7d · 30d · 60d · 90d
  • Vibration frequency spectrum for bearing defects
  • Training-ready CSV export
Coolant Pump 03
Drive end · mm/s RMS · group 2, flexible
5.1mm/s
Warning
ZONE DZONE CZONE BZONE A2.34.57.114:0020:0002:0008:00now
Proposal · awaiting approval

Replace drive-end bearing in Saturday's 06:00 window. Reliability Sentinel, score 0.86.

Example

Govern

Human-in-the-loop, with autonomy that's earned.

Every pending action arrives decision-ready, the agent's measured track record, the risk, and a recommendation. Deciding feeds the human signal back into the ledger that governs each agent's authority.

  • Risk-tiered approval inbox
  • Agent trust + earned authorization
  • Notifications to Slack / Teams / PagerDuty
Work order · Coolant Pump 03Awaiting approval
Action
Raise CMMS work order
Cost
€1,840 est.
Signer
Reliability lead
WO-48213 approvedsha256 5d2a…c7e0prev 9c1e…4b07
Run paused for approvalsha256 9c1e…4b07prev 3fa2…e91c
Work order proposedsha256 3fa2…e91cprev b80d…1a56
Diagnosis, score 0.86sha256 b80d…1a56prev 07c4…d2f8
✓chain verified · 1,284 of 1,284
Example

Prove

Continuous evaluation and regression gates.

Self-improvement is only credible if it's measured. Every agent runs against golden scenarios, including the negative cases, with a hard invariant against unsafe actions and a gate that blocks any regression.

  • Golden scenarios with a safety invariant
  • Per-agent scores vs. baseline
  • Earned-autonomy learning curve
Runs32
Accepted96.9%
Autonomousacts alone
Supervisedwith approval
Advisoryproposes

Supervised · needs 50 runs above 95% to act alone

Example policy

Command center

One pane over the whole operation.

Detected processes, quantified automation opportunities, digital workers, pending approvals and the agent fleet, the operating picture from the plant floor to the back office, in one place.

  • Detected processes + ROI opportunities
  • Digital workers + executions
  • Fleet, runtime & control tower
Sensetelemetry in
Diagnoseroot cause
Proposeone action
Approvea person signs
Executevia CMMS API
Verifykept or rolled back
14:02:11SENSEDrive-end bearing at 5.2 mm/s RMS, into zone C.
14:02:12DIAGNOSEOuter-race defect frequency. Score 0.86 from 5 pieces of evidence.
14:02:14PROPOSEReplace DE bearing, Saturday 06:00, 3.5 h.
14:09:40APPROVEReliability lead approved. Reason recorded.
14:09:41EXECUTEWork order WO-48213 raised. PLC untouched.
Sat 09:52VERIFY2.1 mm/s RMS, zone B. Outcome kept.
Example run · Coolant Pump 03

Everything in the platform

Fifteen modules. One governed operating layer.

Connectors
Knowledge graph
Process mining
Plant floor (OT)
Machine telemetry
Energy trade-off
Digital workers
Agent fleet
Author agent
Agent evals
Control tower
Approvals
Audit log
Compliance
Command center

Operations X-Ray

Explore the live platform.

Step into a fully-seeded workspace and run a governed digital worker in under a minute, no signup.