Benchmarks: Answer 99.16% of DocVQA Without Images in QA: Agentic Document ExtractionRead more

Document Processing in Machinery

Machinery manufacturers process enormous volumes of documents across every stage of the product lifecycle — engineering drawings, bills of materials, supplier certificates of conformance, type examination certificates, field service reports, warranty claim forms, parts catalogs, and customs documentation.

Slow or inaccurate document processing stalls production, delays product launches, and creates compliance exposure that puts certifications and market access at risk.

LandingAI transforms documents into highly accurate, verifiable, structured data so teams can reliably automate document-intensive workflows.

Why Agentic Document Extraction for
Machinery

Accelerate Procurement Cycles

Machinery manufacturers process thousands of supplier documents per year — purchase orders, certificates of conformance, and material test reports — and automating extraction compresses cycle times that directly affect production schedules and on-time delivery.

Accelerate Procurement Cycles

Auditability Across the Product Lifecycle

Every extracted value is traceable to its exact location in the source document, giving quality and compliance teams a defensible, inspection-ready record that supports CE marking, type approval, and customer audit requests without manual document assembly.

Auditability Across the Product Lifecycle

Scale Aftermarket and Service Operations

Warranty claims, field service reports, and parts return authorizations arrive continuously across dealer and distributor networks, and automating their intake and data extraction allows aftermarket teams to resolve claims faster and grow service revenue without adding headcount.

Scale Aftermarket and Service Operations
Key capabilities

Built for Complex Machinery Documents

Intelligent document processing across agriculture equipment, construction machinery, machine tools, and industrial automation is extremely difficult due to the sheer diversity of document types, the inconsistent layouts and the domain expertise required. Then add multiple languages, handwriting, photographs, scans and faxes to the complexity.

Accurate parsing of dense tables that span multiple pages and contain merged cells.

Single pipeline for image, slide, document, and spreadsheet file types with 1000+ pages.

Strong recognition of character-based languages, handwriting, checkboxes, stamps and signatures.

Schema-driven field extraction with visual grounding traceable to the original document.

Use cases

Supplier Qualification & Procurement

Supplier Qualification & Procurement

Extract and validate supplier data from qualification questionnaires, certificates of conformance, material test reports, inspection records, and purchase order acknowledgments to keep procurement moving without manual re-keying.

Impact
  • Compress purchase order cycle times, improving on-time delivery performance
  • Reduce the cost of manual document intake and exception handling across supplier networks
  • Maintain a complete, traceable qualification record for each supplier and component
Warranty & Service Claims

Warranty & Service Claims

Process warranty claim forms, field service reports, technician work orders, and parts return authorizations submitted through dealer and distributor networks to resolve claims at scale.

Impact
  • Accelerate claim resolution, increasing dealer satisfaction and service revenue capture
  • Cut the manual review cost per claim across high-volume dealer networks
  • Surface inconsistencies and misrepresentation with automated cross-validation of claim data
Regulatory Compliance & Certification

Regulatory Compliance & Certification

Assemble and verify the document packages required for CE marking, type approval, and customer quality audits — technical files, declarations of conformity, PPAP packages, risk assessments, and type examination certificates.

Impact
  • Reduce time-to-market by accelerating document assembly for certification submissions
  • Eliminate manual compilation effort across distributed engineering and quality teams
  • Produce a complete, traceable compliance record that withstands regulatory and customer audits

Trusted for Document-Heavy Machinery Workflows

Agentic Document Extraction enables machinery manufacturers to automate document-intensive processes that traditionally require manual review.

Agentic Document Extraction has proven to be both accurate and easy to use. We are building on that foundation to deliver reliable, transparent, and scalable automation that our customers can validate and trust.”

View case study →
Business Process Automation
Neil Walker
Neil WalkerHead of Product, TCG Process
TCG Process

ADE has significantly outperformed other document extractors we’ve used. It has helped us build an Agentic RAG answer engine, based on unique healthcare institutional content, to offer instant, validated support to medical professionals at the point of care.”

View case study →
Fortune 100 Financial Services
Head of Data & Analytics, Global Financial Services Firm

Trust is the product. Accuracy alone isn’t enough at enterprise scale—what matters is provenance, traceability, and control. LandingAI gives us confidence that every extracted value can be traced back to its source, audited, and defended. That’s what makes it deployable in regulated, real-world environments.”

View case study →
HealthTech Platform
Dr. Declan Kelly
Dr. Declan KellyFounder and CEO, Eolas Medical
Eolas Medical

Agentic Document Extraction has proven to be both accurate and easy to use. We are building on that foundation to deliver reliable, transparent, and scalable automation that our customers can validate and trust.”

View case study →
Business Process Automation
Neil Walker
Neil WalkerHead of Product, TCG Process
TCG Process

ADE has significantly outperformed other document extractors we’ve used. It has helped us build an Agentic RAG answer engine, based on unique healthcare institutional content, to offer instant, validated support to medical professionals at the point of care.”

View case study →
Fortune 100 Financial Services
Head of Data & Analytics, Global Financial Services Firm

Trust is the product. Accuracy alone isn’t enough at enterprise scale—what matters is provenance, traceability, and control. LandingAI gives us confidence that every extracted value can be traced back to its source, audited, and defended. That’s what makes it deployable in regulated, real-world environments.”

View case study →
HealthTech Platform
Dr. Declan Kelly
Dr. Declan KellyFounder and CEO, Eolas Medical
Eolas Medical

Start Extracting in Minutes, Not Months

Production-ready AI extraction pipeline with document understanding built for production.