Procurement That Ships: Verified Extraction for MSAs, SOWs, and Order Forms
Extract pricing, SLAs, renewal windows, and security obligations with citations so approvals and renewals move faster—and stay defensible.
Utilization Management at Scale: Verified Extraction for Clinical Review and Appeals
Extract the decision-critical facts with citations so reviewers can validate quickly, reduce rework, and build appeals-ready records.
The Evidence-Backed Extraction Stack: From PDF to Audit-Ready Decisions
Build verifiable PDF automation with citations, review flows, and audit trails—so “the model said so” becomes defensible proof.
Turn Tariffs into Data: Verified Extraction for Utility Rates, Interconnection Agreements, and Regulatory Filings
Extract rates, effective dates, and obligations with citations so teams can verify and operationalize requirements faster.
Telecom Billing Disputes Made Fast: Verified Extraction for Service Orders, Circuits, and Invoices
Extract service order details, circuit IDs, pricing terms, and invoice line items with citations so disputes resolve quickly and credits aren’t missed.
Schema Design That Survives Layout Drift: 12 Rules for Reliable Extraction
A practical schema playbook for stable PDF extraction: canonical fields, safe types, review-friendly text capture, and versioning.
Mortgage Servicing Without Re-Keying: Verified Extraction for Boarding, Escrow, and Loss Mitigation Packets
Extract core servicing facts with citations so onboarding and borrower support workflows move faster—while staying defensible.
Make Compliance Binders Usable: Verified Extraction for Accreditation and Education Program Audits
Extract key dates, versions, training evidence, and required statements with citations for faster reviews.
Confidence Scores Aren’t a Number: They’re a Policy
Turn confidence scores into routing rules, sampling, and measurable workflow quality—without drowning reviewers in PDFs.
Release Faster, Miss Less: Verified Extraction for CoAs, CoCs, and Quality Packets
Extract lot data, test results, and spec conformance with citations so release decisions and audits are faster and cleaner.
Construction Pay Apps Without Overpayment: Verified Extraction for Progress Billing and Lien Waivers
Extract pay app totals, retainage, prior payments, and lien waiver terms with citations so approvals move faster and disputes shrink.
Mismatches Are the Product: Cross-Document Reconciliation with Dual Citations
Catch contradictions early by extracting canonical fields across documents, comparing them, and showing two clickable citations for every mismatch.
Prior Auth That Moves: Evidence-Backed Extraction for Medical Necessity Packets and Denials
Extract the right facts with citations so reviewers can prove medical necessity faster—without drowning in PDFs.
PPAP & First Article Inspection at Scale: Verified Extraction for Quality Packs
Extract critical part metadata and inspection tables with citations so approvals move faster and audits get easier.
How to Verify LLM Answers: A Practical Checklist That Scales
A step-by-step framework for verifying LLM answers with citations, confidence routing, and audit logs—without turning every output into a manual review task.
Year-End Close Without Spreadsheet Hell: Verified Payroll and Tax Document Extraction
Extract totals with citations, flag mismatches across registers/filings/forms, and make audit support painless.
Why LLM Citations Are Often Wrong: Correctness vs Faithfulness
Citations can look right and still be misleading. Learn the difference between correctness and faithfulness, why post-rationalized citations happen, and how to test for them.
How to Add Citations to LLM Answers: UX Patterns Users Actually Trust
Learn the best UX patterns for citations—inline references, clickable proof panels, PDF highlight jumps—and how to implement them with structured citation objects.
Customs Clearance Faster: Verified Extraction for Commercial Invoices, Packing Lists, and Certificates of Origin
Extract HS codes, values, weights, and origin details with citations, then reconcile across documents to surface issues early.
Groundedness, Hallucinations, and Citation Quality: What to Measure and What to Ship
Groundedness is the foundation of trustworthy LLM apps. Learn how to measure groundedness, detect hallucinations, and enforce guardrails with citations and confidence routing.
“Audit Trail for LLM Output”: How to Make AI Decisions Defensible
Auditors don’t accept “the AI said so.” Learn how to build an audit trail for LLM outputs using citations, reviewer logs, schema/versioning, and reproducible extraction IDs.
Clinical Trial Compliance at Document Speed: Verified Extraction for Protocols, Consents, and IRB Approvals
Extract trial-critical dates, versions, and obligations with citations so audits and monitoring become faster and cleaner.
Lease Abstraction at Scale: Turn Leases and Amendments into Verified Data in Hours
Extract key lease terms with citations so every rent roll assumption and underwriting input is defensible.
Freight Audit Without the Guesswork: Verified Extraction for BOL, POD, and Carrier Invoices
Extract shipment facts with citations, run match rules, and resolve exceptions fast—so disputes don’t become a cost center.
Vendor Risk in One Pass: Automate SOC 2, ISO, and Insurance Certificate Reviews with Citations
Extract key controls, report periods, carve-outs, and expirations with citations so risk teams can verify fast and procurement can move.
KYC/KYB Without the Screenshot Game: Verified Extraction for Identity and Business Onboarding
Extract onboarding data with citations so reviewers can approve faster and auditors can trace every decision.
Diligence at Data-Room Speed: Extract Financial and Contract Data with Proof
Turn messy data rooms into reviewable structured data. Extract KPIs, obligations, and key terms with citations so every number in your memo is defensible.
Claims in Hours, Not Weeks: Evidence-Backed Extraction for Insurance Adjusters
Automate claim intake and document review with citations. Reduce cycle time, surface discrepancies early, and keep a defensible audit trail.
Accounts Payable Automation That Auditors Don’t Hate: Invoice → PO → Receipt with Evidence
Extract AP fields with citations, run 3‑way match, and route only the mismatches to humans—without losing defensibility.
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