Production AI agents
- Orchestrated steps with audit trails
- Human-in-the-loop where risk demands it
- Same delivery model beyond plant pilots
Industrial AI
Plant-wide “AI transformation” fails because nobody owns the first win. We start with a named workflow, a systems list, a success metric, and a supervised run—then decide whether production expansion is justified.
Delivery stays boring on purpose: map, build, measure—then decide. Expansion is a separate decision after the pilot proves the workflow on plant data.
Shadow the current plant process, list systems and exception types, and freeze scope plus success metrics before build.
Connect integrations, stand up review queues and logging, and test against real plant records—not only clean samples.
Run the supervised window, score the agreed metric, and produce a written expand / revise / stop recommendation with handoff notes.
One line, one queue, or one document loop—not a multi-plant roadmap disguised as a pilot.
Review gates where inventory, quality, or customer commitments can move; operators keep ownership of consequential decisions.
Deliverables include known failure modes, runbooks, and what must change before wider rollout—not a vague “phase 2” slide.
An industrial AI pilot is a fixed-scope, fixed-price engagement that proves one plant workflow can run with live system integrations, human review gates, and an audit trail—before any multi-plant or full production commitment.
AUOTAM typically scopes industrial and operational AI pilots in the $8,000–$18,000 range for a bounded workflow over 4–8 weeks, depending on integrations, review requirements, and compliance needs.
Book a free 30-minute workflow review at https://auotam.com/book. Bring one plant bottleneck and the systems it touches; AUOTAM returns a fixed-price pilot outline before any commitment.
For the full package and cost checklist, read the industrial AI pilot package guide.
Related reading
Bring one plant bottleneck and the systems it touches. We will outline scope, integrations, success criteria, and a fixed-price pilot before any commitment.