Feedback loop
Action and proof can be weeks apart.
Long-running agents,
made for your business.
AI that works for weeks to complete jobs end-to-end.
You only pay for outcomes.
Built by AI/ML and industrial experts
Industrial operational work is hard.
AI agents need to wait, remember, and recover across people, documents, equipment, and approvals to minimize irreversible risks.
Partial context
The actual reason a pump is behaving incorrectly may be known by a technician, written on paper, visible at the site or nowhere at all.
Coordination
Industrial work frequently spans operators, engineers, contractors, clients, equipment, weather, permits and legacy systems.
Persistence
The workflow state must remain intelligible after multiple handoffs, interruptions and personnel changes.
Long-running agents,
powered by the
Cayu harness runtime.
Cayu is model-agnostic, results in 60-70% token savings, and allows for on-premise deployments
Webhooks, documents, field events, prior results, and human input kick off the loop.
The harness chooses tools, side effects, and waits with deterministic policy.
Scheduled work across systems: minutes, hours, or days out.
Human checkpoints with full evidence. Then the next signal.
The loop continues as new signals arrive and until the job is done.
Manage all your agents from one control plane
Run your operations
with long-running agents
Long-running agents can work for weeks and deliver business outcome for operations in energy services, logistics & supply chain, and modernizing legacy systems
Energy services
From 100s of utility bills to energy model in 24 hours
Send utility bills to agent. Continue selling. Receive accurate energy model
Day 1
100s of Bills Shared
utility_bill_may_stanford.pdf · 48 pages
Day 3
Energy model ready
Peak charge anomaly · awaiting engineer
Model and savings review ready · Day 5
Energy services
From manual to agentic sub-contractor management
Coordinate on-sites. Track compliance. Keep state until the gate clears.
Attempt 1
COI expired
Subcontractor held at gate
Day 3
Docs collected
Insurance · W-9 · site access
Cleared for work · Day 4
Logistics
From empty miles to booked freight.
Find lanes. Chase brokers. Keep the trail across calls and email.
Day 1
Lane scouted
Backhaul opportunity · Midwest
Live
Broker outreach
Waiting on rate confirm
Lane booked · Day 2
Modernization
From legacy software to AI-native apps.
Rebuild legacy app and unlock AI-roadmap
Scenario 01
Legacy output
zombie_pricing.exe · 1998
Scenario 42
Parity check
42 / 42 matched
Cutover approved