Manufacturing

Target work orders
processed in
minutes

AI agents that triage work orders, lookup parts, plan maintenance, and assist QA documentation—keeping your lines running.

50% Target faster work orders
3x Target faster parts lookup
4-6 wks Target to production
maint_agent.py
$ maint_agent.triage --wo WO-2024-4521
# Analyzing work order...
Asset: CNC Mill #7 | Line 3
# Checking maintenance history...
! Similar issue: WO-2024-3892 (bearing)
# Looking up parts...
Part SKU-8847 in stock: Qty 3
Priority: High | Est: 2 hrs
Assigned: Maintenance Team B
🔧 Predictive Maint
📋 QA Docs
The Challenge

Downtime costs compound by the minute

When equipment fails, every minute of delay in diagnosis and parts procurement multiplies production losses.

Work Order Backlog

Planners spend hours routing work orders to the right crews. Priority conflicts and resource constraints delay critical repairs.

Parts Lookup Friction

Technicians search through multiple systems to find parts. Legacy SKUs, obsolete catalogs, and manual cross-references waste time.

Tribal Knowledge Loss

Experienced technicians retiring take decades of equipment knowledge with them. New hires take years to reach full productivity.

Documentation Burden

QA requirements demand detailed documentation. Technicians spend more time on paperwork than repairs.

Use Cases

AI agents for plant operations

From work order triage to quality documentation.

Intelligent Parts Lookup

Natural language parts search across all catalogs, inventory systems, and cross-reference databases. Finds alternatives when primary parts are unavailable.

  • 3x target faster parts identification
  • 90% target first-search success

Maintenance Planning

Schedules preventive maintenance based on equipment history, OEM recommendations, and production schedules. Optimizes crew allocation.

  • 25% target fewer unplanned stops
  • 15% target labor optimization

QA Documentation Assistant

Generates inspection reports, deviation summaries, and compliance documentation from technician inputs and sensor data.

  • 60% target less documentation time
  • Compliance-ready formatting
Proof

Target outcomes (scoped PoV)

Team member Team member Team member

Ready to scope a proof of value?

Book a discovery call to map one maintenance workflow, define one KPI, and outline the controls required for production.

Free 30-minute consultation. No commitment required.