For operations
AI for manufacturing and logistics: documents, WMS, MES and human-gated decisions
We connect ERP/WMS/MES data, automate documents and reports, and run recommendations in read-only or shadow mode before any write-back reaches the system.
Challenges we hear
- ▸ Shift reports, CMR, delivery notes and invoices are still typed manually
- ▸ Shop-floor, warehouse and ERP data are not connected into one decision loop
- ▸ Risky write-back to WMS/MES/ERP without validation and audit
How we help
Operational documents
OCR, field extraction and validation for CMR, delivery notes, NCRs, invoices and shift reports before write-back.
ERP/WMS/MES integration
API or export layer with PII masking, JSON schema validation and an exception queue.
Shadow mode
Recommendations run beside the operator first; write-back starts only after quality is measured.
proof bundle
Proof bundle: ERP/WMS/MES, documents and supervised decisions
This vertical is assembled from existing manufacturing and logistics guides, the ERP integration pattern, Document Intelligence, local RAG/BGE-M3 and the trust center. The scope is deliberately operational: recommendations, extraction, reports and human-gate, without autonomous line or order control.
3x
documents, integrations, recommendations
read-only
safe start before write-back
PII
masked or local
AI for manufacturing
The guide shows quality control, failure prediction, shift reports and the shadow-mode condition.
view proof →AI for logistics
The guide covers routing, demand prediction, logistics documents and write-back limits for WMS/ERP.
view proof →AI integration with ERP
The pattern shows API, PII masking, schema validation, exception queue and human-gate before write-back.
view proof →Document Intelligence
The public demo shows extraction and document Q&A, useful for CMR, delivery notes, NCRs and instructions.
view proof →BGE-M3 and local RAG
Product proof for a local knowledge index when instructions, SOPs and documentation should not leave the company.
view proof →Compliance and data residency
The trust center covers GDPR, PII masking, data residency and operating boundaries for operational data.
view proof →Pilot path
1. Process and data
We choose one flow: documents, shift report, route or order, and map ERP/WMS/MES sources.
2. Shadow mode
The model runs beside the operator, records recommendations and exceptions, but does not change source data.
3. Human-gated write-back
Only after quality measurement do we enable approved write-back, change audit and rollback handling.