About

I build B2B data tools and publish the benchmarks vendors won't.

I run Crawlfox, a Search and Scrape API for AI, and I'm launching LeadLayer, a B2B contact database built around credits that roll over, on 1 December 2026. Running those two systems means I have the infrastructure to test what every data vendor claims, at near-zero marginal cost. So I do, monthly, and publish the raw data.

What you'll find here

• Benchmarks: email accuracy, technographic hit rates, pricing changes and coverage, each with its sample, method, date and CSV.
• The Thursday newsletter: the benchmark, a data drop, one industry note, and what I shipped.
• Free tools built on the same engines.
• On YouTube, one tutorial a week on finding and verifying leads without overpaying. On X, the daily version.

Conflict of interest, stated plainly

LeadLayer competes with several vendors I test. Crawlfox competes with the technographic providers I test. I handle that by publishing the method before the numbers, shipping the raw data, giving vendors five business days to respond before publication, and running my own products through the identical procedure. When they lose, that gets published too. I take no sponsorships or affiliate payments from any tested vendor.

Contact

Vendor responses, correction requests and test suggestions: hello@aaronabi.com. Everything else: @AaronAbi.