Hazlo, Estibot, GoDaddy, Dynadot, and Atom should be evaluated on equivalent outputs using the same frozen evidence—not unsupported vendor rankings.
Published and reviewed August 22, 2026
Hazlo's June 19, 2026 report is a deterministic calibration smoke test. It contains 18 approved-target rows and only two confirmed-sale points. It can expose Hazlo's misses and document one engine version.
It cannot prove that Hazlo is more accurate than another provider. No controlled cross-vendor test is published here.
Read the Valuation Accuracy BenchmarkRun every product on the same domains. Define category and TLD coverage before seeing results.
Use verified public sales as authority. Keep human targets and third-party estimates in separate score groups.
Compare retail with retail, wholesale with wholesale, midpoint with midpoint, and range coverage with range coverage.
Record result dates, product versions when available, errors, unavailable outputs, and any manual intervention.
Report percentage and ratio error, range coverage, medians, means, and severe tail misses for every tool.
Disclose sample size, selection method, time effects, private deal terms, buyer-specific strategy, and data leakage controls.
These pages describe evaluation criteria and workflow differences. They do not assign unsupported accuracy scores.
This page does not name a winner because it does not contain a controlled same-domain, same-date, confirmed-sale test of every provider.
No. A transaction also depends on the buyer, seller, timing, venue, negotiation, financing, and strategic fit.
Use Hazlo as one decision input alongside recent comparable sales and deal context.
Appraise a Domain