cashcrown // 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.
01
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
02
How we help
01
Operational documents
OCR, field extraction and validation for CMR, delivery notes, NCRs, invoices and shift reports before write-back.
02
ERP/WMS/MES integration
API or export layer with PII masking, JSON schema validation and an exception queue.
03
Shadow mode
Recommendations run beside the operator first; write-back starts only after quality is measured.
03
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
04
Pilot path
step 1
1. Process and data
We choose one flow: documents, shift report, route or order, and map ERP/WMS/MES sources.
step 2
2. Shadow mode
The model runs beside the operator, records recommendations and exceptions, but does not change source data.
step 3
3. Human-gated write-back
Only after quality measurement do we enable approved write-back, change audit and rollback handling.