Public Category Leaderboard

Product Roadmap Software GLM AI Rankings

Current Champion

Aha! Roadmaps

AI Index 91.2

Podium Snapshot

#1 Aha! Roadmaps · #2 Productboard · #3 airfocus

Latest Refresh

Aug 23, 2026

10 tracked engines and 6 entities in the latest public snapshot.

Category Overview

Product Roadmap Software AI product rankings show which products are most visible in the current public benchmark. Current leaders include Aha! Roadmaps, Productboard, and airfocus across 10 tracked engines, with score and mention-rate signals combined into the overall AI Index. Aha! Roadmaps is 0.4 points ahead of Productboard, so the gap helps show whether this category has a clear AI visibility leader or a tighter competitive cluster.

Use the engine tabs below to compare how Perplexity, MiniMax, GLM, and Qwen rank entities differently. Overall ranking summarizes the latest visibility signals across all tracked engines, while engine-specific tabs reveal whether a brand is broadly recommended or over-dependent on one answer system.

This GLM rankings page is scoped to Product Roadmap Software: it shows how entities appear inside one answer engine using mention rate, recommendation strength, and latest snapshot signals. For model-level GLM rank tracking across industries, use the GLM benchmark hub. Use the private AI rank tracker when you need recurring monitoring for your own prompts, competitors, saved answer history, actions, validation, and report readiness.

Why This Matters

Use the overall ranking to see which products stand out in this category benchmark, then drill into individual AI engines to decide which market, competitors, and prompt themes deserve private tracking. The useful signal is not only the rank: mention rate, score gaps, latest refresh date, and engine outliers show where to investigate next.

Current Ranking Takeaways

This GLM rankings page will show collection-specific takeaways after the next completed public leaderboard run.

6

Entities

10

AI Engines

Aug 23, 2026

Last Updated

Ranking Methodology

How this AI product leaderboard is calculated

AI Index

The combined visibility score used to sort the default public leaderboard view.

Mention Rate

How often tracked AI engines mention each product inside completed public runs.

Recommendation Strength

How strongly the answer positions, first mentions, and recommendation signals support each ranking.

Engine Coverage

Compare overall visibility and engine-specific rankings

Product Roadmap Software currently compares products across 10 tracked AI engines, including Perplexity, MiniMax, GLM, Qwen, Grok, and ChatGPT and 4 more. Use the tabs below to separate broad AI visibility from engine-specific outliers.

Leaderboard Podium

Open the leading entity pages in this category leaderboard

Overall Ranking

GLM

Latest collection-scoped AI rankings for GLM.

0 / 0 entities
No ranking data available for this engine yet.

Next Step

Turn this public category benchmark into a private AI visibility tracker.

Public rankings are useful for market discovery and benchmark context. Private tracking is where teams monitor owned prompts, direct competitors, citations, answer history, action plans, validation evidence, report readiness, and pricing fit.

FAQ

How is the Product Roadmap Software leaderboard calculated?

Overall ranking combines the latest AI visibility signals across tracked engines for Product Roadmap Software, including rank position, recommendation strength, and mention-rate patterns.

Why can Aha! Roadmaps lead overall but differ by engine?

Each AI engine can prefer different brands, evidence, freshness, and recommendation patterns, so engine-specific rankings can diverge from the combined leaderboard.

How often is this Product Roadmap Software leaderboard updated?

This leaderboard updates whenever new completed runs are available for Product Roadmap Software, with the latest refresh date shown on the page.