A single, trusted model of your operations.
The Atelic Knowledge System grounds every output in your own industrial knowledge and physics-based, deterministic reasoning, traceable to source and ready for audit.
An industrial knowledge graph with governed AI agents on top.
The Atelic Knowledge System is an industrial AI platform that ingests IT and OT data and engineering documents, links them in a knowledge graph, and lets governed AI agents answer questions, raise alerts and recommend actions, each with its sources and a confidence score.
What is agentic AI?- What are its parts?
- The Industrial Knowledge Graph (connect, parse, resolve and contextualise every source), Knowledge Studio (cited search, research agents and alerts) and agentic deployments with a human in the loop.
- How is it different from a generic LLM?
- Reasoning is deterministic, rule-bounded and physics-based, grounded only in your own data. Every recommendation has a traceable path back to the documents and tags behind it.
- What does it connect?
- SCADA, DCS, historians, PLCs, sensors and IoT, ERP (SAP), CMMS, MES, GIS, P&IDs, O&M manuals, inspection reports and scanned records.
- How is it deployed?
- Read-only integration with zero disruption to operations, in your private cloud or fully on-premise, with SSO, per-document access control and a full audit trail.
The challenge of fragmented operational data.
SCADA, historians, ERP, MES, CMMS, sensors and spreadsheets each hold a slice of the truth. These sources are disconnected and siloed, requiring engineers to spend significant time assembling context rather than making decisions.
- OT machine and process data locked in vendor silos
- IT business data that never meets the plant floor
- Decades of PDFs, P&IDs and reports that cannot be searched
- AI pilots that cannot explain their outputs or scale
OT data
Machine and process data: SCADA, DCS, PLCs, historians, sensors, IEDs.
IT data
Business and operational data: ERP, CMMS, MES, finance, logistics.
Documents
Drawings, manuals, inspection and outage reports, permits, scanned records.
People
Tribal knowledge held by experienced engineers and operators.
Connect. Contextualise. Unify.
Atelic joins IT and OT into one trusted operational model, turning siloed data into connected, contextualised, actionable intelligence.
Connect
Ingest data from any source: live OT streams, business systems and complex documents through OCR and parsing.
Contextualise
Add time, relationships and business context. Entity resolution links every tag, asset, work order and drawing.
Unify
One trusted operational model that every team, from control room to boardroom, works from.
Optimise performance
Improve asset reliability and availability.
Increase throughput
Maximise production and output.
Reduce costs
Lower maintenance and operating costs.
Manage risk
Identify issues early and stay compliant.
From every source to every decision.
One governed platform between your data and the people who act on it.
Unstructured data
- Engineering drawings & P&IDs
- O&M manuals and OEM docs
- Inspection & outage reports
- Drilling reports & well files
- Permits & regulatory filings
- Scanned records
Structured & live data
- SCADA, DCS & historians
- PLCs, sensors & IoT
- ERP (SAP), CMMS & AMS
- MES & production databases
- GIS & asset registers
- Spreadsheets
Atelic Knowledge System
Industrial Knowledge Graph
- Connect any source
- Complex document parsing & OCR
- Entity resolution & context
- Unified operational data model
Knowledge Studio
- Search across every source
- Answers cited to the source
- Deep research agents
- Confidence on every answer
- Alerts via email, Slack & Teams
- Operational assistant
Who acts on it
- Control room & remote operations centres
- Reliability & maintenance engineers
- Production & process engineers
- HSE & compliance teams
- Asset & capital project managers
- Executives & finance
Four disciplines, one integrated delivery model.
We combine proprietary physics-based technology, deep industry expertise and forward-deployed engineering to deliver production-ready AI that integrates directly into your operations.
IT/OT integration
- Data ingestion & connectors
- Data pre-processing
- Data QA/QC
- Industry data mapping
- Industry document parsing
Infrastructure
- LLM Foundry
- Agent Foundry
- Deployment infrastructure
- Security
- Governance & AI oversight
Agentic deployments
- Agent reasoning
- Agent orchestration
- Agent supervisors
- Human-in-the-loop
Industry workflows
- State machines
- Prompt & state logic
- Throughput optimisation
- Industry-specific playbooks
About the Atelic Knowledge System
What is the Atelic Knowledge System?
It is Atelic AI's industrial AI platform. It combines an industrial knowledge graph, which connects and contextualises IT, OT and document data, with Knowledge Studio, where engineers search across every source, get answers cited to the source with a confidence score, run deep research agents and receive proactive alerts via email, Slack and Teams.
What is an industrial knowledge graph?
An industrial knowledge graph is a connected model of your assets, tags, work orders, documents and people. It resolves the same asset across systems (for example a pump in SCADA, SAP and a P&ID) so AI can reason over the full operational context rather than isolated data points.
What does "physics-based, deterministic reasoning" mean?
Instead of relying only on statistical text generation, Atelic constrains its reasoning with engineering rules, physical limits and value-range checks. The same inputs give the same governed output, and every step can be inspected and audited.
Do we need a labelled failure history to get value?
No. Because Atelic combines physics and engineering knowledge with your operational data, it can model asset performance and degradation without a large labelled failure dataset.
Request an operational value assessment.
Book a 30-minute session with our industrial AI team. We will map one high-value workflow, from your SCADA, historians and documents through to a defensible decision, and quantify the value at stake.
- A use case scoped to your assets, not a generic demo
- Read-only integration plan with zero disruption to operations
- Deployment options: your cloud or fully on-premise
- A value estimate your operations team can defend