Manufacturing

Read the operator's handwriting and the complex drawing.

Inspection logs in every hand, work orders in every format, recorder printouts that arrive folded. The shop-floor documents that break plain OCR, Upstage reads with full understanding of layout and context, so your team can stay on production.

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Every AI reads. Few read it right.

Upstage reads handwritten logs and complex drawings, and cross-checks the numbers.

A VLM that reads handwriting, drawings, and tables
Plain OCR stalls on operator handwriting and complex drawings. Upstage uses a vision-language model that understands geometry, specs, and revision history as meaning, not just text.
Beyond extraction: cross-verification
It does not stop at pulling values. It recalculates yield from input, output, and loss, compares it against recorded figures, and instantly flags anomalies like process-time reversals or missing signatures.
Yield recalculation · anomaly detection
Integrates with your ERP and MES
Extracted data is pushed into ERP (SAP, Oracle) and MES automatically, with vendor, item, quantity, and totals reconciled to eliminate entry errors.
Fully on-prem and network-isolated
For environments where drawings and trade secrets cannot leave the network, Upstage supports air-gapped and on-prem deployment.

From an invoice to data reconciled against your ERP

Pick the automation path that fits your team

Pre-built workflows are ready to go. Upload your documents, and structured data connects straight through.
Production & quality
Maintenance
Procurement
EHS / safety
Shop floor
Procurement & AP automation
Read invoices, purchase orders, and statements, and reconcile them against ERP (SAP, Oracle) data, removing manual checks of vendor, item, quantity, and totals.
Documents: invoices, purchase orders, statements
Insights from production & maintenance records
Extract equipment ID, status, date, and issue codes from inspection reports, work orders, and maintenance logs to track recurring issues and reduce unplanned downtime.
Documents: inspection reports, work orders, maintenance logs
Semantic drawing & record search
Ask in natural language, and the system analyzes geometry, material, spec, and revision history to rank the drawings and records that match.
Documents: drawings, BOM, specs, records
Instant SOP & manual search
Operators ask in plain language and get the right SOP, safety checklist, or troubleshooting guide instantly, supporting safety and work standardization.
Documents: SOPs, safety manuals, troubleshooting guides

From shop-floor documents to ERP, with no manual handoff

1

Documents arrive

From scanner, mobile capture, or MES. Handwriting and mixed formats are fine.

2

AI reads and verifies

It classifies, extracts, recalculates yield, reconciles against ERP, and sends only anomalies to review.

3

Results reach your system

Structured data flows into ERP and MES.

Fits into manufacturing systems and security reviews

Works with your ERP and MES
Connects via API to the ERP (SAP, Oracle) and MES your team already uses, with no rip-and-replace.
Deploy where drawings and data live
Air-gapped and on-prem deployment for environments where drawings and trade secrets cannot leave the network. Sensitive data is auto-masked.

Certified enterprise protection

Meets major security standards with advanced auditing and deployment controls.

Hand complex manufacturing documents to Upstage.

Let AI read and verify the paperwork, so the floor stays focused on production.