<?xml version="1.0" encoding="UTF-8"?><feed xmlns="http://www.w3.org/2005/Atom"><title>Number7 AI Research</title><id>https://number7ai.com/research/</id><updated>2026-09-12T00:00:00Z</updated><entry><title>AP Automation ROI for Accounting Firms and BPOs</title><id>https://number7ai.com/research/ap-automation-economics/</id><link href="https://number7ai.com/research/ap-automation-economics/"/><updated>2026-09-12T00:00:00Z</updated><summary>Calculate AP automation ROI from transaction touches, active minutes, loaded labor cost, change cost, capacity value, and the BPO contract capture factor.</summary></entry><entry><title>The Accounts Payable Exception Taxonomy</title><id>https://number7ai.com/research/ap-exception-taxonomy/</id><link href="https://number7ai.com/research/ap-exception-taxonomy/"/><updated>2026-09-12T00:00:00Z</updated><summary>A practical AP exception taxonomy maps each discrepancy to evidence, owner, smallest decision, permitted action, terminal resolution, and reopen condition.</summary></entry><entry><title>The Human Remainder in Accounts Payable Automation</title><id>https://number7ai.com/research/human-remainder/</id><link href="https://number7ai.com/research/human-remainder/"/><updated>2026-09-12T00:00:00Z</updated><summary>The human remainder is the residual work people perform after the existing AP stack succeeds. Learn how to inventory and reduce it.</summary></entry><entry><title>Invoice Extraction API vs Accounts Payable Automation System</title><id>https://number7ai.com/research/invoice-extraction-api-vs-ap-system/</id><link href="https://number7ai.com/research/invoice-extraction-api-vs-ap-system/"/><updated>2026-09-12T00:00:00Z</updated><summary>An invoice extraction API returns structured document data. An AP automation system governs evidence, exceptions, accounting, authority, and verified actions.</summary></entry><entry><title>The Multi-Client AP Operating Model for Accounting Firms</title><id>https://number7ai.com/research/multi-client-ap-operating-model/</id><link href="https://number7ai.com/research/multi-client-ap-operating-model/"/><updated>2026-09-12T00:00:00Z</updated><summary>Accounting firms need portfolio-level AP operations: shared automation with isolated client evidence, controls, exceptions, authority, and economics.</summary></entry><entry><title>Stateful three-way matching</title><id>https://number7ai.com/research/stateful-three-way-match/</id><link href="https://number7ai.com/research/stateful-three-way-match/"/><updated>2026-09-12T00:00:00Z</updated><summary>Stateful matching maintains the evolving relationship between purchase orders, goods receipts and invoices across partials, cumulative billing, tolerances and corrections.</summary></entry><entry><title>AP Straight-Through Processing: The Honest Formula</title><id>https://number7ai.com/research/straight-through-processing/</id><link href="https://number7ai.com/research/straight-through-processing/"/><updated>2026-09-12T00:00:00Z</updated><summary>An honest AP straight-through-processing rate fixes the transaction unit, terminal state, eligibility rules, and manual-rescue policy before measurement.</summary></entry><entry><title>Invoice Extraction Confidence Is Not Transaction Confidence</title><id>https://number7ai.com/research/transaction-confidence/</id><link href="https://number7ai.com/research/transaction-confidence/"/><updated>2026-09-12T00:00:00Z</updated><summary>A correct field is not a safe payable. Compare extraction confidence with identity, evidence, accounting, control, and execution confidence.</summary></entry></feed>