Revenue Bench
by Cheetah

Which email verifier, email finder or job-change tool is worth paying for?

We tested 83 vendors on records where we already knew the right answer, and we publish what we found.

Updated 10 Nov 2026 by Cheetah

Latest findings

The same email finder costs 5.4 times as much through Clay as through Treg.

5.4× the Clay price over the Treg price

$10$100$1000Treg $20.91Clay $113.66
Price of 1,000 right answers, log axis.

Findymail gave the same answers through both stores. 1,000 right answers cost $113.66 through Clay and $20.91 through Treg.

Seven email verifiers are in the top tier.

7 of 25 verifiers tested

708090100BounceBanEnrowTombaListmintAnymailfinderScrubbyFiltrat catch-all
Score out of 100, with likely range.

BounceBan through Treg scores 90 out of 100. It catches 91% of bounces and keeps 99% of good emails. The other six are too close to call.

Cheap decision models match general LLMs on three of four data-hygiene jobs.

3 of 4 jobs where the best decision model keeps up

50%75%100%Duplicate recordsOwn work email addressSame personMain employer
Share right. Filled dot, best decision model. Open ring, best LLM.

On duplicate records, the best decision model is right on 79% of cases at $0.0123 per 1,000, and the best LLM on 78% at $1.1463. On own work email address the best LLM is right on 77% and the best decision model on 59%.

AI can't clean your CRM on its own yet.

17% on main employer for the best model

0%10%20%Main employer17%Duplicate records14%Same person7%Own work email address4%
Share of records handled at no more than 1 mistake in 100.

Allow at most 1 mistake in 100 and the best model clears 17% on main employer, 14% on duplicate records, 7% on same person and 4% on own work email address by itself. A person still has to check the rest.

Reports

How we score

Every score comes with a likely range. Vendors we can't separate from the leader share the top tier, so pick on price, speed or where you already buy. Accuracy, cost and speed stay on separate charts, not one rank.

Read the methods

Run it on your own records

The kit tests vendors on your own records with a known outcome and prints a cost estimate before you spend anything. It ships with the revenuebench repository, which is not public yet.

See what the kit needs