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Match Precision Audit

Match Precision Audit: A Scored Look Before You Commit to Match Rule Validation

Last updated: 2026-08-07

The Match Precision Audit is a paid mini-engagement: a domain-shaped Labeled Ground-Truth Dataset plus a one-page scorecard call that puts a real number on your match rules before you commit to Match Rule Validation. It's priced at Pricing unavailable, checkout through Stripe. It exists for teams who want more than the free Sample but aren't ready to scope the full engagement yet.

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The Match Precision Audit is a paid mini-engagement that pairs a domain-shaped Labeled Ground-Truth Dataset with a live scorecard call, so you leave with a scored answer on your match rules instead of a hunch. It's built for MDM practice leads and governance leads who want more than a free look but aren't ready to scope Match Rule Validation yet. This page covers what's included and how the Audit differs from the Sample and Match Rule Validation; it does not cover Match Rule Validation pricing, which lives on that offer's own page.

A domain-shaped Labeled Ground-Truth Dataset built with known fuzzy duplicates, plus a one-page scorecard call where we walk through what it surfaced when run against your current match rules. The Audit is priced at Pricing unavailable, checkout through Stripe, no inquiry required to purchase. Its job is narrow on purpose: give you a real number and a qualified read on whether your rules have gaps worth a full validation. It does not include the failure-tuning pass or the client-ready report that come with Match Rule Validation.

Before the call, you run your current match rules against the delivered dataset, or hand us the rule output to run. The scorecard is built from that run, so the number you leave with describes your rules on your domain rather than a generic benchmark. The Audit sits above the free Sample and below Match Rule Validation, and it is priced as a qualifying step rather than a full engagement.

Match-Ready Sample

The Match-Ready Sample is free and asynchronous. There's no call and no scorecard walkthrough attached; you get the dataset and review it on your own time.

The Audit

The Audit sits in between. It's paid, it includes a live conversation about what the scorecard found, but it doesn't include the failure-tuning pass or the report.

Match Rule Validation

Match Rule Validation is the full outcome: a Silent Failure Finder, a Post-Tune Re-Validation Pass, and a Gate-Review Certainty Report.

Its job is to answer one question honestly: is there enough here to justify the full engagement.

After the call, you'll know whether your match rules have gaps worth a full validation or whether the Audit answered your question on its own. If your gate review needs the complete outcome, ranked failures, a re-validation pass after tuning, and a report you can forward upward, the Match Rule Validation page covers what that looks like. If the Audit answered your question, there's no obligation to continue. Either way, the scored answer from the Audit is yours to keep, whether or not you book anything further.

If you haven't looked at your own domain's duplicates at all yet, the free Match-Ready Sample is worth requesting before you spend anything on the Audit.

Refund terms for the Audit purchase are set out in our Refund Policy.

Frequently asked questions

What's included in the Match Precision Audit?

A domain-shaped Labeled Ground-Truth Dataset with known duplicate pairs, plus a one-page scorecard call where we walk through what your match rules caught and missed against that truth set. It's priced at Pricing unavailable through Stripe checkout. There's no report deliverable or failure-tuning pass; those are part of Match Rule Validation.

How is the Audit different from the free Match-Ready Sample?

The Sample is free, asynchronous, and no-call. You get the dataset and review it yourself. The Audit costs Pricing unavailable and adds a live scorecard call where we walk through the results together. Both deliver a domain-shaped labeled dataset; the Audit adds the scored analysis and the conversation on top of it.

What happens after the Audit call?

You'll have a scored answer on your match rules and a sense of whether the gaps are worth a full validation. You can stop there, or move to Match Rule Validation for the failure analysis, the re-validation pass, and the gate-ready report. There's no obligation to continue past the Audit.

Can we get a refund if the Audit isn't useful?

Refund terms for the Audit are set out under Refund Policy. Rather than restate them here, that's the place to check for the specific conditions and process. If you have a question about a specific purchase, reach out and we'll point you to the exact terms that apply.