Manufacturing & Automotive

From supplier invoice to maintenance request: agents that decide and open work orders on top of ERP and MES.

In plants, processes are split across ERP, MES, maintenance and quality systems; every hand-off is an e-mail, a form, a wait. Aginies runs three-way matching, maintenance triage and warranty claims end-to-end with agents connected to those systems; every out-of-tolerance decision goes to the responsible engineer or manager.

Why it does not reach production
01

Disconnected systems

ERP, MES and the maintenance system see the same event three times in three formats.

02

Maintenance backlog

Requests queue without prioritisation; a critical fault sits behind routine ones.

03

Invoice vs receipt gaps

Three-way matching is manual; tolerances vary by person.

04

Warranty cost

Claims are assessed late and inconsistently; dealers and customers wait.

Scenarios

Agents you can watch live for this sector

Manufacturing & AutomotiveHITL

Supplier invoice three-way match

Invoice, PO and goods receipt matched in SAP automatically; only out-of-tolerance lines reach a buyer.

21,000 runs / month 97.1% success 4 agents
Manufacturing & AutomotiveHITL

Maintenance ticket triage

Sensor alarm and technician voice note become one work order, spare parts and a safe stop window included.

3,400 runs / month 95.2% success 5 agents
Manufacturing & AutomotiveHITL

Warranty claim processing

Dealer claims validated for coverage, parts and labour in minutes; big amounts go to the regional manager.

8,600 runs / month 96.3% success 4 agents
LogisticsHITL

Shipment exception handling

When a delay or damage lands, impact is costed, the carrier rebooked and the customer hears before they ask.

12,800 runs / month 95.5% success 4 agents
IoT & Connected DevicesHITL

Device fleet anomaly triage

Telemetry anomalies from thousands of devices are clustered, root-cause candidates listed, one incident reaches the right team.

18,000 runs / month 96.9% success 4 agents
Compliance and sovereignty
  • OT / IT separation preserved; agents connect to the production network read-only
  • Human approval on out-of-tolerance invoice, warranty and maintenance decisions
  • Supplier and customer data stays inside; on-prem model option
Security →
Related solutions

Time to move from experimenting with AI to transforming with it.

In a 30-minute discovery session we take your 2–3 priority business problems, show a live demo of a similar scenario, and draft a roadmap that starts with the Value layer.

Book a 30-minute discovery session dahi@aginies.com
  1. Your 2–3 priority problems
  2. Live demo of a similar scenario
  3. Roadmap starting with value analysis