Observed arrival · 2026-11-01

CircuitPT’s corner-by-corner race debrief

circuitpt.com Visit website

Editorial interest 78/100 Selection signal · not a rating of the site

CircuitPT analyzes racing data logs and turns lap comparisons into AI-written coaching debriefs.

Landing page captured for the 2026-11-01 issue.

For: Track-day drivers, coaches, and racing teams
Worth noticing: The demo attributes 0.597 seconds of a lap gap to corner exits and gives separate next-run guidance for T5, T6, and T4.

Field notes

The page lists support for VBOX .vbo, MoTeC .ld and i2 CSV, AiM .xrk and Race Studio CSV, and Cosworth Pi Toolbox .pds files. Its example walks through corner-level differences, including braking distance, peak braking force, slowest-point speed, and time lost on exits. The site says comparisons can include earlier sessions and notes; it also describes its AI input as measured numbers rather than raw logs.

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

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