Aonami for manufacturing quality and maintenance operations

Manufacturing

Your quality and maintenance, running predictively, right at the edge.

Live in weeks. On-prem and at the edge.

What changes the day agents go live.

Failures named before they land, defects caught on the line, and the corrective work raised while the shift is still running.

Predictive maintenance
21hrs
pre-failure lead time
Bearing 4B vibration anomaly traced 21 hrs early

Less unplanned downtime

Failing components traced days before they land, not after.

Vision QC
98.6%
first-pass yield
TOL±0.002mm
SRFFLAWLESS
GEOALIGNED
Defects caught on the line, scrap and rework cut

Higher first-pass yield

Defects caught on the line, scrap and rework cut.

Root cause & CAPA
VIB8.4k
TMP114°
LOD94%
RPM3.4k
Seal Degradation Identified
CAPA work order dispatched directly to MES

Root cause, days early

The cause named and the work order raised before the shift ends.

The workflows we put into production.

Quality and maintenance running on your MES, historian, and the machines already on the floor.

01

Vision QC

Defect detection on the line, deviation flagged in real time.

02

Predictive maintenance

Trace the failing component before it lands and raise the work order.

03

Root cause & CAPA

Cause found, corrective action raised and scheduled.

04

Production operations

Scheduling and shop-floor coordination, orchestrated end to end.

Kiln, the AI-enabled plant stack.

From the sensor to the work order. A complete plant operating system with autonomous agents executing every stage.

PLANT

Quality and maintenance, predictive at the edge.

Everything you need to run quality and maintenance, wired together on one core: your MES and historian, sensor and vision connectors, QC, maintenance, and root-cause agents, deployable on-prem and at the edge with a full action trail.

  • MES and historian integrations
  • Sensor, vision, and PLC connectors
  • QC, maintenance, and root-cause agents
  • On-prem and edge, full action trail
2 to 4 weeksfrom kickoff to first prediction

The agents behind the work.

Autonomous agents specialised in plant workflows, orchestrated on one core that runs on-prem and at the edge.

Plant Diagnostician

Traces the failing component and names the root cause.

Vision QC Agent

Catches defects on the line in real time.

Maintenance Planner

Predicts failures and raises the work order.

Root-Cause Analyst

Turns line data into the cause behind the defect.

Safety Monitor

Watches conditions and flags risks before they escalate.

Production Coordinator

Schedules and sequences the floor, orchestrated.

Need one that does not exist yet? Build it.

On the Aonami agent marketplace, subject-matter experts train and publish custom agents on the same core. Browse what fits your work, deploy in a click, or commission your own.

What it looks like in production.

Real plant workflows operating at scale. Failures caught early, scrap cut, and uptime held.

21 hrs early

A failing bearing was traced 21 hours before it reached the line.

Bearing failure traced ahead of the line stopping

Scrap down

Vision QC caught defects in real time and cut scrap and rework.

Vision quality control running on the production line

Uptime up

Predictive maintenance raised work orders before failures landed.

Work orders raised ahead of equipment failure

Illustrative outcomes, client names masked.

What makes this different.

We don't wire up one line and stop. We put whole workflows into production across every system on the floor, on one core, reused across the plant.

01

Frontier models, in production

We put frontier models to work ahead of the market: accurate, continuously evaluated, governed, and deployable your way.

02

One core, every line on the floor

One platform across quality, maintenance, and production, connected to your MES, historian, and the machines you already run.

03

Enterprise-grade and edge-ready

Scale, security, and reliability, deployable on-prem and at the edge, with a full action trail on every decision.

04

We deploy it, then hand you the keys

Our team takes it live on the ground, then hands your team the controls to build on it, not just run it.

Change how the work gets done.

See what one core, run across your whole plant, looks like in production.