AI Product Traction, Ranked Monthly
Every position explains itself. We calculate monthly visit estimates across 2,817 AI websites using multi-source rank consensus with visible uncertainty bands.
Feature Your AI Product on TractionRank
Promote your AI tool directly to 100,000+ founders, ML engineers, and tech decision-makers. Independent commercial placement, never rank manipulation.
Visits are modeled estimates, not analytics exports — calibrated from free public rank sources with a visible uncertainty band per row. Missing data is shown as missing, never as zero.
Integrity, in the open
- 2,454 ranked with per-source provenance — full release JSON
- 363 cohort domains below detection floor — listed as missing, never scored zero
- 0 withheld: source disagreement beyond two orders of magnitude or infrastructure tags
- 0 pay-to-rank: Position is mathematically unalterable by payment
Methodology
Ranks come from three free public lists — Tranco, Cisco Umbrella and Majestic Million — collapsed to registrable apex domains and filtered to the curated AI cohort. Log-log calibration maps rank to monthly visits against verified anchor points. Releases are immutable and archived monthly.
Revenue: Verified, Not Modeled
We never publish modeled revenue. Founders claim their listing for free and connect a payment provider read-only; the revenue board ranks by verified MRR readback with an immutable cryptographic stamp — or shows nothing.