Operations · AI Document Extraction
Samso Managed Services · Last Updated · Apr 2026
Document Extraction Pipelines
Invoices, contracts, statements, and unstructured PDFs become validated, structured records - pushed straight into your ERP, CRM, and warehouse on a schedule, not on a Tuesday by an analyst.
What the managed workflow does
Ingests every doc type
Invoices, contracts, statements, agreements, packing slips. PDF, scan, fax, email body and attachment - all funnel into one queue.
Extracts to a schema
OCR + LLM extracts every field into a typed schema. Confidence per field. Every value links back to its source coordinate.
Validates against rules
Cross-checks totals, vendor whitelists, contract-to-PO matches. Anything below threshold routes to a one-screen reviewer.
Posts to systems of record
Pushes to NetSuite, Salesforce, your ERP, your warehouse - in the format each one expects.
From scanned PDF to system-of-record row, managed end-to-end
4-Stage Pipeline · 1,200 docs/wk · 98.7% straight-through
Inputs handled
Destinations posted to
Inputs handled
Invoices. Vendor, amount, line items, due date - extracted with field-level confidence.
Vendor contracts. Counterparty, term, renewal, dollar value, key clauses - pulled into structured records.
AP statements. Reconciled against the ledger; mismatches flagged before posting.
One-off doc types. New schemas added in a config file, not a sprint - same pipeline, new shape.
Destinations posted to
ERP postings. NetSuite, QuickBooks, Sage line items via API in each system's expected format.
CRM updates. Salesforce contract and opportunity records kept current as docs flow through.
Data warehouse. Append-only feed into Snowflake or BigQuery for downstream analytics.
Exception queue. Anything below the confidence threshold lands here, not in production.
What you get, every week
A clean queue
Every doc has a status: ingested, extracted, validated, posted. No lost paper, no shadow spreadsheet.
A small exception backlog
Only true edge cases reach a human. Confidence thresholds are tuned weekly so the queue stays small.
An audit trail you can defend
Every posted record links back to its source page, the model that read it, and the human who approved it.
See this in your industry
How operations reads for each sector we serve.
Ready to put AI to work for your business?
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