All Resources

Implementing a Vendor Matching Engine: A Practical Guide for Data Teams

Sarwat Batool November 17, 2025

Last Updated on November 24, 2025 Choosing the right vendor matching software is only half the challenge. The real value comes from how well you

vendor matching software buying guide - software vendor evaluation process

Buyer’s Guide: 10-Point Checklist for Evaluating Vendor Matching Software

Sarwat Batool November 4, 2025

Last Updated on November 24, 2025 A typical SMB[1] has an invoice duplication rate of 1.29%. That’s more than $12,000 in potential duplicate payments per

two similar looking vendors compared via vendor matching software

Vendor Matching Software Explained: Solving Duplicate Vendor Records at Scale

Sarwat Batool October 29, 2025

Last Updated on November 13, 2025 In a poll by CFO Daily News, 86% of accounts payable (AP) professionals admitted their Master Vendor File (MVF)

The Role of Data in Mergers and Acquisitions: Why Data Quality Drives Value and De-Risks Your Deal

Sarwat Batool September 5, 2025

Last Updated on November 24, 2025 Mergers and acquisitions (M&A) rarely fail because the lawyers got the paperwork wrong. But they many times do because

BI initiatives are bound to fail without clean data

Why Business Intelligence Initiatives Fail Without Clean and Connected Data

Sarwat Batool September 4, 2025

Last Updated on November 24, 2025 Executives love the promise of business intelligence (BI). Dashboards that tell the truth. Reports that line up across departments.

The Make-or-Break Role of BI and Clean Data in a Digital Transformation Strategy

Sarwat Batool September 4, 2025

Last Updated on December 1, 2025 More than 55% of organizational data worldwide is dark, meaning it’s collected, processed, and stored, but never used. But