Power Every Decision  with AI-Perfected Data 

Your data is only as powerful as its accuracy. MatchX brings together advanced AI, automation, and human-in-the-loop workflows to transform scattered, inconsistent information
into a trusted source of truth.

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What’s new in MatchX

  • Document & Paragraph Matching: Go beyond rows and records; MatchX now intelligently maps and links insights from unstructured documents and text. 
  • AI-Based Rule Library & Prompt Generation: Define rules with natural language prompts, and let MatchX build dynamic logic instantly. 
  • Smarter Relationship Detection: Automatically uncover hidden connections and hierarchies across datasets for deeper context. 
  • Next-Gen Dashboards: Fresh analytics visuals provide clearer visibility into match confidence, data lineage, and health over time.

The Full Power of MatchX 

Every feature in MatchX is designed to tackle the toughest data challenges — from ingestion to validation to approval. 

01. Multi-Source Data Ingestion

Connect data from CRMs, ERPs, APIs, files, or even scanned documents — MatchX unifies it all seamlessly

02. AI-Based Data Quality & Confidence Scores

Instantly measure how trustworthy your data is with AI-generated quality metrics and confidence scoring.

03. AI-Based Smart Profiling

Profile every column, detect anomalies, and understand patterns before they impact business decisions.

04. AI-Based Rule Library & Prompt-Based Generation

Define, extend, or refine validation rules simply by prompting — no complex coding required.

05. Automated Cleansing, Correction & Validation

Eliminate duplicates, errors, and inconsistencies with intelligent automation guided by AI logic.

06. AI-Powered Matching Engine

Go beyond exact matches — MatchX uses multiple AI-driven algorithms to match records across formats, systems, and contexts.

07. Document & Paragraph Matching

Extract, compare, and align insights from text-heavy documents and unstructured content.

08. Data Refresh, Linkage & Relationship Detection

Keep records fresh and automatically link related entries across sources, revealing hidden data relationships.

09. Lineage Tracking & Approval Workflows

Ensure trust and compliance with complete lineage tracking and easy human approval steps.

10. Dashboards & Data Health Insights

Visualize, track, and improve data health continuously with rich, AI-powered dashboards.

The AI at the Heart of MatchX 

AI-Powered Industry Selection

Models adapt instantly to your sector’s unique data challenges. 

AI-Based Column Prioritization

Automatically ranks and highlights the most critical fields for matching. 

AI-Driven Algorithm Detection

Selects the best-fit algorithm for each matching scenario.

Prompt-Based Rule Generation

Generate rules from plain-text prompts no coding needed.

AI-Based Quality Confidence Scores

Continuous scoring ensures only high-quality matches are surfaced.

AI-Based Smart Profiling

Deep profiling uncovers hidden anomalies and ensures proactive fixes.

Why MatchX is Different 

Unlike traditional tools or manual approaches, MatchX is designed to scale, adapt, and evolve

01. AI-first matching — not rule-heavy or rigid. 
02. Handles both structured and unstructured data.
03. Built-in confidence scores for measurable trust. 
04. Prompt-driven rules to simplify governance.
05. End-to-end automation with human oversight. 

Ready to Experience MatchX?

See how AI-powered data matching can redefine accuracy and trust in your organization.

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