Energy optimization
Reduce consumption & costs
Maintenance board · line 3
Where does the line 3 stop sit against the rest of the backlog?
Top of triage. The pump 4 vibration trend and the cell B scrap drift are queued behind it, two work orders are in repair, and the line 2 spindle recalibration verified three days ago. WO-5521 carries the diagnosis and the parts list.
KanbanResize to read
Context agents work plant telemetry, maintenance history, and supplier data inside your perimeter, so operations data stays yours.
Line 3 stop
traced to gearbox wear
at-risk assets
3 trending to failure
work order
drafted with parts list
Built for the enterprise
Data control, traceability, predictable cost, and time to value, addressed before an agent touches process data or operational systems.
Operations data stays in your perimeter
Plant telemetry, recipes, and ERP data stay inside your VPC or on-prem, often at the edge near the line, never shipped to a vendor cloud.
Traceable to the reading
Every disposition and recommendation traces to the sensor reading, work order, or lot that drove it, ready for quality and safety review.
Predictable cost at line scale
Routine steps run on cheaper models, and the most capable ones are saved for genuinely novel events, so analysis across continuous telemetry stays affordable.
Fast time to production
Bring an operations or quality workflow your engineers run today and have it live in production within a week.
Use cases
Across operations, quality, and the supply chain.
Operations and downtime
Correlate downtime to causes across the line, summarize shift handoffs, and surface the constraint to fix next.
Quality and dispositions
Triage quality events, draft dispositions against your plan, and keep an auditable trail for every nonconformance.
Maintenance and reliability
Read sensor and work-order data, flag developing failures, and prioritize maintenance before it stops the line.
Supply chain and planning
Track supplier lead times and inventory, surface the parts that move a schedule, and explain the trade-offs.
Compliance and EHS
Keep safety and environmental records audit-ready and draft the reports your obligations require.
Cost and throughput analysis
Measure yield, scrap, and OEE, and explain where throughput and cost are leaking.
Traceable to the sensor
Traced to the sensor
Failure calls point to the vibration trend and overdue maintenance behind them, and rank the assets heading the same way.
- Failure calls link to the sensor history and maintenance log behind them.
- At-risk assets carry the trend that put them on the list.
- The diagnosis is a trace the next shift and the OEM can review.
line 3 · WO-5521
Gearbox vibration · Line 3
7.8 mm/s
3x over 30 days
30d agotoday
Asset
Risk
PM due
3 assets trending to failure, traced to overdue PM
Faster, cheaper, better
Self-improving models, agents, and skills deliver better outcomes at scale.
Task completion on your team's rubric
Context94%
Claude Cowork62%
OpenAI Codex57%
Devin49%
From internal benchmarks on specialized enterprise workflows.
40
×
Faster turnaround
28
×
Lower cost per case
Custom models trained on your work
Your team's accepted outputs become training data for models you own and serve, and they beat general-purpose agents on your specific tasks.
Evals gate every change
Rubrics and golden sets validate every runbook, model, and context change against past work before it ships. Regressions are caught automatically.
Step-level model routing
Each step routes to the cheapest model that clears your rubric. Frontier models handle only the genuinely novel, so cost falls without losing quality.
One platform, four products
Workspace, Engine, Unify, and Evals cover operations, quality, and supply end to end, on your infrastructure and under your controls. The platform learns your process, quality plan, and supply network, and applies them to every run.
How it improves over time
Each accepted run makes the next one better. Engineer corrections become the standard the next run is held to.
Every shift makes the next disposition faster, and the data stays with your team.
Connect your systems
Historian, MES, ERP, and CMMS connect once under your existing permissions, often at the edge near the line.
Agents do the work
Operations, quality, and supply runbooks execute inside your perimeter, each step traced to the reading that drove it.
Engineers correct
Reviewers accept or correct dispositions in the flow of work, and corrections are captured as standards, not lost in a logbook.
The work gets cheaper
Routine work moves to cheaper models that still meet your standard, and models trained on your approved work outperform general ones on your process.
Prebuilt agents for your team
Turnkey agents for Industrials, integrated with your systems and deployed in days. Each one runs inside your perimeter under your identity and permissions.
Works with your systems
Context connects to the tools this work already lives in, and every connector call inherits the caller's permissions. These are the systems the agents above plug into.
Deployment options
Industrial teams run Context hosted, in their own cloud, fully air-gapped, or on premises. Sensitive data is never moved into someone else's cloud.
Run anywhere
Hosted, in your own cloud account on AWS, Azure, or GCP, fully air-gapped with no outside connection, or on the on-prem appliance. The same platform in every setup.
The data stays yours
Your team's approved work trains models you own. What the system learns about your firm stays inside your environment and never leaves it.
Agents get only the user's access
Agents sign in through your identity provider, like Okta or Azure AD, and get the same access as the person using them, and nothing more.
Every action is logged
Every run is recorded step by step, with who ran it and what it touched. Nothing an agent does is a black box to the team accountable for it.
Talk to us.
Bring a downtime log, a stack of quality events, or a supply schedule. We will show you what Context does with it inside your perimeter.