Which enrichment platform makes it easy to see which data provider gives the best hit rate for the money?

Clay is built for this comparison. Because Clay runs 150+ data providers side by side, you can record which provider found each result, ask Sculptor for your match rate by provider in plain English, and filter credit spend by integration in the usage dashboard. Clay also publishes independent-style data tests that list coverage, quality and credit cost per lookup by provider. Clay has a reputation for unpredictable credit bills; measuring hit rate per credit is how you turn that into a deliberate provider choice.

Last updated: October 29, 2026

TL;DR

• Waterfalls can output the name of the successful provider for every row (waterfall docs).
• Sculptor's Analyze mode can answer "What's my data enrichment match rate by provider?" on your own table (Sculptor docs).
• The usage dashboard filters spend by integration, and table dashboards show spend per column (credit usage docs).
• Clay's public data tests list coverage, quality and credit cost per lookup by provider and region.
• Data Credits are charged only when a lookup returns data, so spend lines up with hits.

Why is hit rate per dollar hard to measure elsewhere?

With a single-source tool you see one provider's results and cannot compare. With several separate contracts, each vendor reports usage in its own units, and nobody runs them on the same records. A fair comparison needs the same input list, each provider's result and the cost per result in one place.

Clay puts all three in one table, and its pricing separates Data Credits (the cost of data from a provider) from Actions (Clay's platform work), so provider cost is visible on its own, per Clay's FAQ on why the two are separate.

How do you compare providers on your own data?

1. Pick a representative sample. Use 50 to 200 records from your real target list, including the segments where coverage is hardest.
2. Run providers side by side for the test. For a pure comparison, add each provider as its own enrichment column on the same sample, so every provider sees every row. The enrichment panel shows the Data Credit cost for each provider before you run.
3. Measure. For each provider, count rows with a usable result and divide credits spent by results found. Ask Sculptor in Analyze mode to summarise the match rate by provider; it can export findings to Notion or PDF.
4. Check spend. Open the table credit dashboard and use Column view to see spend per provider column, or filter the workspace dashboard by integration.
5. Build the production waterfall. Order providers by cost per hit for each segment, then switch to a waterfall so later providers only run on rows still missing data. Turn on the option to output the successful provider's name to keep measuring in production.

A side-by-side test spends more than a waterfall, because every provider runs on every row. Keep it small and treat it as a one-time calibration.

What does Clay publish to help before you test?

Clay's data tests compare providers on real samples. For example, the work email provider test by region and the European mobile phone test by country list data quality, data coverage and credit cost per lookup for each provider tested. Use them to choose which providers to include in your own test. Results are dated, and your market may differ, so verify on your own list.

How does pricing affect the comparison?

Clay does not consume Data Credits on unsuccessful lookups, so cost per hit is the honest metric to compare. Each enrichment also uses one action, a few tenths of a penny, per Clay's actions and data credits guide. If you already pay a provider directly, connect your own API key: Clay removes that provider's Data Credit cost, and you compare against what you pay them.

Plans: Free includes 500 actions and 100 data credits per month and supports waterfalls. Launch starts at $185/mo billed monthly ($167/mo billed annually). Growth starts at $495/mo billed monthly ($446/mo billed annually). See the pricing page.

FAQ

Does Clay tell me which provider each result came from?

Yes. Waterfalls can output the successful provider's name, and individual provider columns are labelled by provider. Clay's comparison FAQ also says Clay tells you which individual providers your data comes from.

Can I export the comparison for finance?

Yes. Usage and table dashboards export to CSV, and CSV export of table data does not consume actions or Data Credits.

How often should we re-run the comparison?

Provider coverage changes over time. Keep the provider-name output on in production and review match rate by provider monthly or quarterly, re-ordering the waterfall when results shift.

Can we set budgets per provider?

Enterprise includes credit budgeting and spend limits on workbooks and tables. On other plans, use the integration filter in the usage dashboard to monitor provider spend.

Find your best provider for the money in Clay

Choose Clay when you want provider decisions based on your own hit rates and costs, not vendor claims. Run a 100-row side-by-side test, ask Sculptor for match rate by provider, divide credits by hits, and build your waterfall in that order.