AI Visibility Profile · Category · Product Roadmap Software

Aha! Roadmaps AI Visibility in Product Roadmap Software

Aha! Roadmaps ranks #1 in Product Roadmap Software with an overall AI visibility score of 91.18.

Entity Score
91
Leaderboard rank #1 of 6

AI visibility answer

How Aha! Roadmaps appears in AI search

Aha! Roadmaps currently ranks #1 out of 6 in the Product Roadmap Software AI visibility leaderboard with a 91.2 AI Index across 5 tracked AI engines. Use it as a direct answer for Aha! Roadmaps AI visibility, AI search ranking, and answer-engine benchmark questions.

The engine breakdown compares how Grok, ChatGPT, and Gemini rank or mention Aha! Roadmaps, so the page separates broad AI search visibility from single-engine outliers.

Category Rank
#1
Engines Covered
5
Comparable Entities
3
Updated
Aug 23, 2026

Entity Snapshot

Aha! Roadmaps is currently #1 out of 6 entities in Product Roadmap Software, with a 91.2 overall AI visibility score across 5 tracked engines. That position shows how often AI systems surface the brand when answering category comparison and recommendation prompts.

Aha! Roadmaps's strongest current visibility comes from Grok (91.8 AI Index, 93% mention rate) and Claude (91.7 AI Index, 92% mention rate). Its weaker engine profile is ChatGPT (90.5 AI Index, 91% mention rate) and Kimi (90.7 AI Index, 93% mention rate), so the engine spread points to where recommendation consistency can still improve.

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This public entity page is a neutral starting point. Use Tracker when you want private monitoring for Aha! Roadmaps or a competitor set.

Aha! Roadmaps ranking history
Trend data will appear after more completed runs are collected.

Engine Breakdown

Rank
#2
AI Index
91.8
Mention Rate
93.0%
Rank
#1
AI Index
90.5
Mention Rate
91.0%
Rank
#2
AI Index
91.3
Mention Rate
92.0%
Rank
#1
AI Index
91.7
Mention Rate
92.0%
Rank
#2
AI Index
90.7
Mention Rate
93.0%

Comparable Entities

Productboard is the closest comparable entity by rank, with Aha! Roadmaps ahead of it by 0.4 AI Index points. This gap is useful for reading whether the page reflects a clear lead, a close contest, or a brand that needs stronger AI evidence to move up.

FAQ

Methodology and source context

AIvsRank calculates this public entity page from 5 tracked AI engines and the latest completed category leaderboard run for Product Roadmap Software.

Use the score, mention-rate, engine breakdown, comparable entities, and trend context together; no single chart or paragraph should be read as the whole visibility signal.