Observed arrival · 2026-09-22
Traffic Lens: traffic analytics with an uncertainty budget
A marketing analytics workspace that scores traffic quality, compares attribution models, and checks whether claimed AI and search crawlers are genuine.
○Open
⊠Login
$Paid
†Ads
✦Pretty
●Pro
◎Niche
◉Human
⚑Risk
ƒJS
- For
- Marketing teams auditing traffic quality and attribution
- Worth noticing
- Four traffic labels retain confidence bands and the underlying signals instead of reducing sessions to a binary verdict.
Field notes
Traffic Lens models session quality as a probability with a confidence band, using signals such as click timing, pointer activity, user-agent patterns, and network prefixes. Its attribution view compares four models side by side, while its crawler registry claims 17 entries checked through reverse DNS, published IP ranges, and CDN signals. The dashboard figures shown publicly are explicitly illustrative rather than customer data.
Observed signals
Read the marks
Editorial observations of this landing page, not a rating.
○OpenPublic substance visible
⊠LoginAccess appeared gated
$PaidCommerce or pricing visible
✦PrettyNotable craft visible
●ProPolished or operationally mature
◎NicheUnusually specific use
ƒJavaScriptBrowser-side code central
One card from the complete issue