Product Roadmap Software AI visibility trends show how entity AI Index scores have moved across 2 completed public ChatGPT leaderboard snapshots from Aug 15, 2026 to Aug 23, 2026.
Aha! Roadmaps leads the latest ChatGPT snapshot with a 90.5 AI Index and 91% mention rate.
Aha! Roadmaps is down 2 AI Index points across the visible window, moving from 92.5 to 90.5 on ChatGPT.
The chart currently compares Aha! Roadmaps, Productboard, airfocus. Use the entity filters to separate durable visibility trends from one-off ranking movement in a single AI engine.
Read this trend alongside the main Product Roadmap Software leaderboard and entity pages: the trend view explains historical movement, while ranking pages show the latest cross-entity position, mention rate, and score gap.
Product Roadmap Software AI ranking queries should use the base collection page. This trend page is for Product Roadmap Software ranking trend, history, and movement over time.