Find Your Hidden Duplicates in 10 Minutes

Most companies discover 30-40% duplicate records they never knew existed. Download MatchLogic, connect your data, and see your real duplicate count before lunch.

Profile millions of records in under 10 minutes
See every match rule and confidence score
Full on-premise install. Your data never leaves your network.
No credit card required. No sales call needed.

10M+

Records matched

95%+

Match accuracy

<10 min

Time to first profile

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On-premise install
SOC 2 compliant
5 min setup
Truested by compliance driven organizations
Logitech Backpocket RepBoost

Every match decision explained. Every rule transparent.

No black-box ML. No months of setup. Just clean, unified data with full visibility into how every duplicate was found.

See Every Match Decision

When Bob Smith matches Robert Smith Jr. you see name similarity (87%), address match (100%), and phone correlation (95%). Adjust any threshold.

See Every Match Decision

When Bob Smith matches Robert Smith Jr. you see name similarity (87%), address match (100%), and phone correlation (95%). Adjust any threshold.

See Every Match Decision

When Bob Smith matches Robert Smith Jr. you see name similarity (87%), address match (100%), and phone correlation (95%). Adjust any threshold.

See Every Match Decision

When Bob Smith matches Robert Smith Jr. you see name similarity (87%), address match (100%), and phone correlation (95%). Adjust any threshold.

See Every Match Decision

When Bob Smith matches Robert Smith Jr. you see name similarity (87%), address match (100%), and phone correlation (95%). Adjust any threshold.

See Every Match Decision

When Bob Smith matches Robert Smith Jr. you see name similarity (87%), address match (100%), and phone correlation (95%). Adjust any threshold.

From download to first match results in under 30 minutes

No consultants. No long onboarding. Connect your data and see real results right away.

Download & Install

Fill out the form, get your download link instantly. Docker-based install runs on any infrastructure in under 5 minutes.

Connect Your Data

Upload a CSV, connect to your database, or use our API. Supports SQL Server, PostgreSQL, MySQL, Oracle, and flat files.

Profile & Discover

See your duplicate count, quality scores, and format issues instantly. Visual heat maps show exactly where problems hide.

Match & Merge

Configure match rules, see confidence scores for every result, adjust thresholds, and export clean, deduplicated data.

Full product. No feature gates. No artificial limits.

Everything the enterprise version offers, for 14 days.

Unlimited Data Profiling

Scan any volume of records. No row caps during trial.

Full Matching Engine

Fuzzy, exact, phonetic, and custom rule matching.

Transparent Confidence Scores

See exactly which algorithms fired and why for every match.

Export & API Access

Export clean data in CSV, connect via REST API, or push to your warehouse.

Dedicated Onboarding Support

A matching specialist helps configure your first rules.

First profile revealed 40% missing data and format chaos we never suspected. Helped us fix issues before migration. The transparency of seeing every match rule is what sold our compliance team.

Michael Chen

VP Data Governance, Global Logistics Inc.

Frequently Asked Questions

What does data profiling reveal about my data?

Profiling instantly shows exact duplicate counts, missing data percentages, format variations, and quality scores for every field. You'll see where "McDonald's" has 20 different spellings, which systems create the most duplicates, and which fields are 40% empty. Visual heat maps highlight problem zones across all your systems simultaneously.

How fast can matchlogic profile large datasets?

matchlogic profiles 10 million records in under 8 minutes, maintaining the same speed whether scanning thousands or billions of records. The engine analyzes every field, identifies patterns, calculates quality scores, and generates visual reports without performance degradation.

How many duplicates will profiling typically find?

Most companies discover 25-35% duplicate records they never knew existed. The average first-time profile uncovers thousands of hidden duplicates costing real money. Profiling reveals duplicates hiding behind misspellings, abbreviations, and format differences your team would never catch manually.

Does profiling show duplicates before matching?

Yes - profiling gives you potential duplicate percentages and risk scores before you write any matching rules. You'll know exactly how many likely duplicates exist, where they cluster, and which fields have the variations causing problems. This helps you configure match rules based on your actual data patterns, not guesswork.

Can I schedule automatic profiling runs?

Yes - schedule profiling hourly, daily, weekly, or triggered by data loads via API. Embed profiling directly in your data pipelines to catch quality issues before they hit production. Set threshold alerts for when duplicate rates exceed limits or quality scores drop. Automated profiling keeps constant watch without manual intervention.

Can profiling detect compliance risks?

Profiling automatically flags PII in wrong fields, incomplete required data, and audit risks. It identifies records missing mandatory fields, catches format violations, and documents quality scores for compliance reporting. Every profile run creates audit trails showing your data quality status and improvement trends - turning audit panic into audit proof.

The Future of Data Quality. Delivered Today.

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