Integrate with the systems you're already running.
Live telemetry, years of history, maintenance work, procedures, identity, and notifications in one operating context for both humans and agents.
01Telemetry
Live, real-time telemetry data.
OPC UA
Browse any OPC UA server's address space, pick the nodes you want and subscribe. Certificates, user tokens and security policies all supported.
MQTT Sparkplug B
Subscribe to a Sparkplug B broker and inherit its birth certificates — metric names, types and units arrive with the data.
ThingsBoard
Every device on a ThingsBoard tenant and the timeseries it reports, read through ThingsBoard's own aggregation. Connects with a tenant administrator's API key.
Powerhub API
Fleet, site and device telemetry from Tesla Energy assets, including power, energy and active site alerts.
Ignition
Tag providers, alarm journals and the gateway's own history, over the Ignition web API.
Siemens WinCC / S7
Read S7 data blocks directly, or WinCC's tag logging where the archive is already there.
Emerson DeltaV
Continuous history and batch context from a DeltaV system, through the OPC UA connect layer.
Modbus TCP
Poll registers on a device that speaks nothing else. Scaling and word order are configured per point.
BACnet/IP
Site services and utilities — chillers, air handlers, metering — discovered by BACnet object.
DNP3
Read an outstation the way a utility's SCADA master does — binary, analogue and counter points, with unsolicited reporting where the device allows it.
SiLA 2
Discover any SiLA 2 instrument on the suite network and subscribe to its features and observable properties. Certificates and the server's own feature definitions arrive with it.
Tecan Fluent / Spark
Run state, per-channel pressure traces and reader results from instruments behind the Tecan control layer.
Hamilton VENUS
Method state and the capacitive liquid-level and pressure monitoring a VENUS deck already records per tip.
Opentrons
Protocol runs, labware offsets and run logs over the robot's own HTTP API.
02Historians
Historical time-series trends.
AVEVA PI
Archived values and Asset Framework elements over PI Web API. Backfills years of history so a trend can start before today.
Uniformance PHD
Process history from a PHD server, including the tag descriptors and engineering units it holds.
Proficy Historian
Collectors, archives and the calculated tags built on top of them.
InfluxDB
Query buckets with Flux or InfluxQL, for a site that already runs its own time series store.
TimescaleDB
Hypertables read over plain SQL. Bring your own continuous aggregates.
Snowflake
The lakehouse the plant's data engineering team already lands everything in.
03Work management
Work orders, tickets and dispatch.
Jira
Raise and track maintenance work in the queue the site already runs. Two-way, if you allow it.
ServiceNow
Incidents, changes and the CMDB, mapped onto the workspace's own tickets and assets.
IBM Maximo
Work orders, job plans and asset hierarchies from the EAM most large sites run.
SAP Plant Maintenance
Notifications and orders from PM, with functional locations kept in step with the asset register.
Fiix
A cloud CMMS for a site that never had one on premises.
Limble CMMS
Preventive schedules and work requests, including the ones raised from a phone on the floor.
Sapio LIMS
Samples, plate maps and the study each run belongs to — so a ticket about an instrument can name the experiment it spoiled.
04Knowledge
Service manuals, procedures and site layouts.
Confluence
Index spaces of procedures and standing instructions so the agent can cite them by page and section.
SharePoint
Document libraries, including the scanned PDFs nobody has retyped since commissioning.
Notion
Databases and pages, for a team that keeps its runbooks somewhere less formal.
Google Drive
Shared drives, with the same permissions the workspace already respects.
Benchling
Protocols, plate maps and results in the notebook the scientists already work in — and the only connector here whose documents are the customer's science rather than the operator's procedures.
Hexagon SDx
Engineering document management — P&IDs, datasheets and the revision history behind them.
AVEVA Assets
Tag-linked documents, so a drawing arrives already attached to the equipment it draws.
05Identity
Governance and permissions.
Microsoft Entra ID
Sign-in and SCIM provisioning. Directory groups map onto Millwright roles.
Okta
SAML sign-in with group-to-role mapping and deprovisioning on the same day HR does it.
Google Workspace
Sign in with the domain account, for a site that runs on Workspace.
SAML 2.0 / SCIM
Any compliant identity provider, configured by metadata URL.
06Notifications
Tribal knowledge and client communications.
Slack
Post to the shift channel, and let somebody approve a recommendation without leaving it.
Microsoft Teams
The same, in the client most plants have already standardized on.
PagerDuty
Page whoever is on call when a watched condition holds past its grace period.
Webhooks
Signed JSON to a URL you own, for everything this list does not cover.
See it running on your own plant.
We are onboarding a small number of operations teams. Three questions, and we will be in touch.