In a world where data is hailed as the new oil, we saw a different reality: it was chaotic, fragmented, and locked in disparate systems. The promise of data-driven decisions was a mirage, clouded by inconsistent records, manual reconciliation, and the sheer volume of unstructured documents. This is the problem that inspired MatchX. We didn't set out to build another generic data platform; we set out to build an intelligent, purpose-built solution for the messiest, most complex data challenges. 

MatchX was founded on the belief that data should be a trusted asset, not a source of guesswork and risk. We envisioned a platform that could think like a human but scale like AI, bringing order and explainability to your most critical information. From messy spreadsheets and scanned invoices to complex, multi-source enterprise data, we knew there had to be a better way to connect the dots. 

Our Mission

To bring intelligence, explainability, and trust to the most chaotic, document-heavy, and mismatched enterprise data.

Our Vision

To become the go-to platform for reconciling, cleaning, and governing real-world enterprise dataacross documents, systems, and formats.

What We Do

MatchX is an AI-powered data intelligence platform that helps enterprises match, clean, profile, validate, and govern data across systems, formats, and documents. Our platform stands at the convergence of AI Matching, Data Quality, and Governance, offering a unique solution that is: 

AI First

We use cutting-edge machine learning and advanced algorithms to go beyond traditional rules-based checks. Our AI learns from your data, offering intelligent insights and automating the most complex tasks.

Built for reality

We understand that data isn't always clean. MatchX is purpose-built to handle the real-world mess of unstructured documents, fuzzy names, and disconnected systems.

Governance at the care

Trust is non-negotiable. With built-in lineage tracking, audit trails, and human-in-the-loop workflows, every data decision is traceable, explainable, and compliant. 

Why VE3 

AI Matching Engine

We combine fuzzy, semantic, rule-based, and probabilistic logic to deliver unmatched precision. 

Document Intelligence

We don't just process structured data. MatchX reads, extracts, and matches scanned documents, PDFs, and text blocks.

Prompt-Based Rule Engine

We democratize data quality by allowing domain experts to create powerful business rules using natural language prompts.

Human-in-the-Loop

We empower you to oversee and refine AI-driven processes, ensuring a perfect blend of automation and human expertise.