The plant already has the data. We build the layer that reasons over it.
Controllers, alarms, an asset-and-parts graph, and decades of O&M documents — fused behind one reasoning layer, self-hosted on your infrastructure. Answers with receipts, from engineers who've run real equipment.
Runs on your servers · your data stays private · security-reviewed
Built the pattern for plants. Rebuilt it on AI.
Fuse messy sources, reason over them, ship it fast — the discipline our engineers brought to industrial controls and monitoring, now running on a modern AI stack.
Industrial systems · two decades
Controls & monitoring, self-hosted
- IntegrationVendor-neutral integration across controllers and sensors — one data model over many systems.
- MonitoringReal-time signals, alarms and state changes, with condition detection on live equipment.
- ReportingOperations, availability and compliance reporting straight from the record.
- OwnershipSelf-hosted infrastructure — security and independence over vendor lock-in.
2024–now · Business Logistics
One reasoning layer, on AI
- UnifyDocuments, sensor data, images and audio brought into one place you can query.
- DetectionAn automatic checker flags where the record disagrees with itself.
- GroundingCited answers built to say "the data doesn't say" rather than guess — grounded, not plausible.
- SecurityEncrypted and security-reviewed — nothing leaves your servers.
Four kinds of data. One place to ask.
Sensor readings over time, alarm and event logs, a map of every asset and part, and all your O&M documents. Most tools handle one and stop — the value is in bringing all four together.
Sensor data
The sensors
Live process readings from your controllers and sensors.
Alarm log
The anomalies
Trips, alarms and exceptions — early warning before failure.
Asset & parts graph
The relationships
Equipment, sub-assemblies, spares and maintenance history.
Documents
The knowledge
O&M manuals, SOPs, inspection and warranty records.
The reasoning layer
Ask the operation a question
An LLM synthesizer reasons across all four sources under grounding discipline — every answer traced to its source, and an honest "the record is silent on this" instead of a guess.
Why this transfers
The same data model scales from one line to a fleet of sites — time-series, event logs, an asset graph and documents, unified once and queried everywhere.
Engineered, secured, self-hosted.
Not no-code stitching, and nothing leaves your infrastructure — the operating discipline the work demands.
Track-record figures reflect the team's engineering history; platform capability is scoped to your operation. We don't publish another client's private production numbers as our proof.
From process data and manuals to answers.
Each capability maps to a system we build and deploy on your infrastructure.
Ask the Operation
Natural-language questions across process data, alarms and every document — grounded, cited answers.
Learn more →Downtime & drift detection
Surface the trends and inconsistencies that precede unplanned downtime, before they cost a shift.
Learn more →Document & SOP intelligence
Manuals, SOPs and inspection records ingested and searchable — cited to the page, not a folder.
Learn more →Maintenance & spares
Equipment, sub-assemblies and service history as a graph — what’s connected, what’s due, what’s on the shelf.
Learn more →Quality & compliance
Reports generated from the record — availability, quality and regulatory reporting without rekeying.
Learn more →Human-in-the-loop review
The machine proposes, your engineer confirms. Nothing reaches a decision unverified.
Learn more →Bespoke, deployed in weeks.
The data fusion legacy platforms ignore — maintenance logs and manuals reasoned over together with sensor data — on your terms.
Manufacturers & plants
Operations teams
Unify process data, maintenance records and documents behind one layer your people can actually query.
Reliability & maintenance
Reliability teams
Turn decades of inspection and failure history into early-warning intelligence, not a dead archive.
Multi-site operators
Multi-site operators
Compare and benchmark across sites — one reasoning layer over many facilities and formats.
Bring us the data no one has time to read.
Engineers who've run real equipment, building production AI — self-hosted, secured, and live in weeks. Let's scope your operation.
Book a call →