Goal decomposition
Turn ‘clear line 3 by noon’ into sequenced robot tasks.
AI Agents
An agentic foremai for your fleet
The Foremai layer reasons about goals, assigns tasks to the right robot, coordinates the fleet, and recovers from the unexpected, all supervised by your team.
Deploys on your robots Validated in NVIDIA simulation No hardware at risk
How it works
Plan, assign, act, verify
A closed agentic loop that keeps the floor productive and safe.
1
Plan
Decompose shift goals into a task graph.
2
Assign
Match each task to the best-fit robot.
3
Act
Robots run validated skills at the edge.
4
Verify
Monitor, catch exceptions, and re-plan.
Capabilities
What the agent handles
Reasoning built for the messy reality of a physical floor.
Cross-vendor assignment
Allocate work across arms, AMRs, and humanoids.
Live sequencing
De-conflict shared space and shared resources.
Exception handling
Detect stalls and re-plan without a full stop.
Human-in-the-loop
Approvals, teleop handoff, and hard stops.
VLA grounding
Ground language goals in perception and action.
Reasoning
Grounded in the real world
The planner is a VLA/LLM layer connected to perception and the twin, so decisions reflect what’s actually on the floor.
- Perception-grounded task planning
- Constraint-aware scheduling
- Explainable decisions and audit trail
Goal → task graph
Best-fit assignment
Exception: re-planned
Full audit log
fore deploybash
foremai> goal: clear inbound dock by 14:00
plan:
12 pallets → 3 AMRs + 2 arms, 4 sequences
event:
arm-02 blocked · re-assigning to arm-05
status:
on track · ETA 13:41 · 0 safety flags
In practice
Watch the agent coordinate
The foremai narrates its plan as it runs the floor.
Coordination
A team, not a pile of robots
One brain turns siloed machines into a coordinated crew.
Mixed-fleet coordination
Arms, AMRs, and humanoids sharing space, tasks, and priorities under one planner.
1,284robots coordinated
Real-time
12ms edge control loop.
Safe by default
Validated skills only.
Self-improving
Every shift feeds the flywheel.
Results
Coordination that pays off
9610
tasks / hour
42%
faster changeovers
99.3%
success rate
0
go-live crashes
Security & safety
Enterprise-grade, safety-first by design
Robots act in the physical world, so every skill is validated before it ever touches hardware.
SOC 2 Type II ISO 27001 GDPR ISO 10218 / RIA R15.06 SSO / SAML Audit logs
Safety gates
Every policy must pass success + collision + force limits in sim before deploy.
Encryption everywhere
AES-256 at rest, TLS 1.3 in transit, per-site key isolation.
Data residency
Run in your VPC or on-prem; telemetry never leaves your boundary.
SSO, SCIM & RBAC
SAML/OIDC, provisioning, and role-based access down to the cell.
Enterprise
Built for the plant and the boardroom
Land on one cell, expand to the line, then every site, with the controls IT and operations require.
Deploy your way
Cloud, VPC, or fully on-prem with NVIDIA AI Enterprise support.
SSO & RBAC
SAML/OIDC, SCIM provisioning, granular per-site roles.
SLAs & support
99.9% control-plane uptime, dedicated solutions engineering.
Integrator channel
Certified partners to stand up sites fast.
Safety certification
Documented validation trail for every deployed skill.
ROI reporting
Throughput, uptime, and cost-per-task dashboards for finance.
Agents FAQ
Questions about the agent
It’s autonomous within bounds you set. Every skill is pre-validated, and humans keep approval, teleop, and stop controls at all times.
A served LLM/VLA reasoning layer (NVIDIA NIM/NeMo) grounded in perception and the site twin, with guardrails on actions.
The agent detects stalls and exceptions, re-plans around them, and escalates to a human when a task falls outside safe bounds.
Get started
Meet your agentic foremai
Book a demo and watch the agent coordinate a live twin of your floor.