P2P Insights
The AI Procurement Performance Gap
AI World Class research shows leading procurement organizations are redesigning procurement around artificial intelligence (AI) to generate up to 200% greater…
Supplier Management as a Continuous Signal
Supplier management exposes the same design trade-off as earlier execution layers: platforms still treat suppliers as static records even when…
Payment Execution and Cash Discipline – From Paying Correctly to Paying
Payment execution is often treated as the mechanical conclusion of procure-to-pay (P2P). Once an invoice is approved and posted, payment…
Invoice Processing Maturity – From Automation Rates to Exception Economics
Organizations track touchless processing rates, straight-through processing percentages, cycle times and cost per invoice to gauge progress. These metrics are…
Intake and Guided Buying – From Structured Entry to Intent Capture
Well-executed intake converts intent into the correct execution path with minimal user effort. Poor intake forces users to understand and…
Catalogs as an Execution Layer – From Static Content to Operational Leverage
Catalogs are often treated as a front-end convenience feature in procure-to-pay (P2P), discussed primarily in terms of user experience, item…
What ‘Good’ Looks Like in Modern Procure-to-Pay Execution – New Series
Future-state visions, such as AI-native platforms, autonomous processes and intelligent agents, often dominate procure-to-pay (P2P) discussions. While those conversations have…
How to Measure Whether AP Automation Is Really Working at Scale
Most AP teams know how to measure efficiency. They track invoices per FTE, cost per invoice, cycle time, straight-through processing…
Why AP Automation Stops Creating Value at Scale
As part of our investigation into why early accounts payable (AP) automation wins do not translate into gains at scale,…
Why AP Automation Has Early Wins but Falters at Scale – New Series
Accounts payable (AP) automation has a familiar trajectory. In its first phase, it delivers fast, visible wins. Invoice capture improves.…
AI in Procure-to-Pay (Part 6): What This Means for Practitioners and Platform Builders
The changes described across this series do not point to a sudden transformation of procure-to-pay (P2P) platforms. They point to…
AI in Procure-to-Pay (Part 5): Capabilities Emerging at the Edge of P2P Platforms
Despite the structural constraints outlined in the previous article, early capability patterns are beginning to emerge across parts of the…