Custom AI agent · Finance
AI Invoice Data Extraction Agent for Fabrication Shops
Connect fabrication supplier invoices to materials, purchase orders and shop work.
Capture material and vendor invoice lines, organize charges by purchase order and work order, and flag configured discrepancies for review.
- Capture material, outside-processing and shop-supply invoice details in a consistent AP review queue
- Organize charges by available purchase order, material, part, work order and department references
- Flag configured quantity, price or reference differences while leaving receiving and quality decisions to shop staff
Starting at $300 USD/month
Starting price is $300 USD/month for a tailored solution. Your written proposal defines supplier and document volume, material and job mappings, comparison records, integrations, hosting, support and payment terms. Additional usage and services are scoped separately.
What is an AI invoice data extraction agent for fabrication shops?
Fabrication shops purchase steel, plate, tube, hardware, cutting services, coatings, tooling and outside processing across many jobs and production orders. Supplier invoices can contain grade, dimensions, units, surcharges, freight and job references that need to be connected to purchasing and shop records. This tailored AI invoice data extraction agent captures agreed header and line-item fields, organizes costs with approved material and work-order mappings, and flags configured PO or quantity differences for human review. It does not verify material certification, physical receipt or fabrication quality.
Invoice extraction for fabrication purchasing and job cost review
Capture material and service invoice lines
Extract configured supplier, invoice, material or service description, grade references as printed, dimensions, units, quantities, prices, surcharges and totals.
Organize charges by PO and work order
Record PO, job, part, work-order, operation and department references when available, applying finance-approved mappings.
Compare configured purchasing fields
Check agreed quantities and prices against purchase records you provide and route differences to AP or receiving staff for review.
Preserve source evidence for each exception
Return structured invoice details with the source document and clear review notes without making material acceptance or accounting decisions.
Where it can help
Metal and raw material purchasing
Extract supplier, material descriptions, grade references as printed, dimensions, quantities, units, unit prices, surcharges, freight and PO identifiers for receiving and AP review.
Outside processing and subcontract services
Organize cutting, forming, machining, heat treatment, galvanizing, powder coating and other vendor invoices by supplier, job, part or work order when references are present.
Tooling, consumables and shop supplies
Structure tooling, abrasives, welding supplies, safety items and maintenance charges by vendor, department or approved cost center.
Job and work-order charge allocation
Capture job numbers, part identifiers, operation references and cost codes from supplier documents, preserving ambiguous or shared charges for finance review.
How it works
A step-by-step workflow your team can review before launch.
Collect supplier invoices and purchase references
Receive supported documents through an agreed AP inbox, shared folder or authorized integration. Provide only the PO, job, material and receiving data needed for configured checks.
Extract line-item and commercial details
Capture vendor, invoice, dates, currency, material or service descriptions, grades as printed, dimensions, units, quantities, unit prices, surcharges and totals.
Apply approved job and material mappings
Normalize supplier aliases and map available PO, part, work-order, operation, job and department references using finance-approved data. Keep uncertain mappings unassigned.
Route purchasing and receiving exceptions
Show each extracted line with its source invoice and flag possible duplicates, missing PO references or configured quantity and price differences for AP or receiving staff.
Built around your business
What we configure
- Fields for material grade as stated, dimensions, units, weights, surcharges and freight
- Mappings among purchase orders, jobs, parts, work orders, operations and departments
- Vendor-specific layouts and workflows for raw materials and outside processors
- Duplicate, quantity and price checks with finance-approved thresholds
- Accounting, ERP or shop-management integrations explicitly scoped in the proposal
What we need from you
- Redacted sample invoices for raw materials, outside processing, tooling and shop supplies
- Approved supplier aliases, material, part, job, work-order and cost-center references
- Purchase orders or receiving records for requested quantity and price comparisons
- Supported document formats, expected monthly volume and line-level handling rules
- Finance and receiving owners to approve mappings, checks and exception thresholds
Clear boundaries before launch
What it will not do
This workflow extracts supported invoices and compares configured fields only with purchase orders, job records, receiving documents or supplier data supplied by your team or explicitly integrated in scope. Text extraction does not validate material grade, mill certifications, dimensions, weight, physical receipt, approved substitutions, shop safety or workmanship. It does not decide job-cost accounting treatment, approve invoices, post transactions or initiate payment. Receiving, quality, production and finance staff retain those decisions.
How success is measured
Evaluate an approved sample against original invoices, purchase orders and receiving records. Measure header and line accuracy, material and unit capture, PO and job/work-order matching, quantity and price exception precision, missing-reference detection, staff corrections and AP review time. Retain source documents for traceability.
Frequently asked questions
What fabrication shop invoices can it extract?
It can be configured for metal, plate, tube and hardware suppliers, cutting and coating services, outside processing, tooling, shop supplies, freight and other production-related vendors. Document formats and volumes are agreed during scoping.
Can it assign charges to a job or work order?
It can capture job, work-order, part, material, PO and department references present in invoices or supplied records, then apply mappings your finance team approves. Unclear or shared costs stay in a review queue.
Can it compare material invoices with purchase orders?
A scoped workflow can compare configured material, quantity, unit, price and PO fields with purchasing records you provide. Staff must confirm receipt, grade, dimensions and whether substitutions are acceptable.
Can it verify steel grade, dimensions or fabrication quality?
No. It extracts what documents state and can surface references for comparison. Qualified shop and receiving staff must verify material certification, physical measurements, inspection and workmanship.
Will it calculate job cost or post bills to our ERP?
It prepares structured invoice data and review flags. Job-cost treatment, accounting entries, approvals and payments remain with your team. ERP or shop-management integrations require explicit scoping and authorization.
What does the $300 monthly starting price include?
Solutions start at $300 USD per month. Your proposal defines supplier and document volume, job and material mappings, comparison rules, integrations, hosting, support and payment terms.
How can we measure extraction quality?
Compare an approved sample with source invoices and purchasing records. Track header and line accuracy, material and work-order references, quantity and price capture, exception precision, corrections and AP review time.
