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Benchmark layer

AI Visibility Platforms Benchmark

A mock framework benchmark comparing AI visibility platforms based on AI answer mentions, citation presence, prompt coverage, and positioning.

Mock framework data. 框架演示数据,不代表实时全网排名。For real dogfood results, see the May 11 Perplexity baseline.

Latest scan

2026-05-11

Platforms

10

Method

Mock framework data

Framework

AI answer ranking

Category ownership summary

In this Phase 1 mock framework dataset, established AI visibility platforms appear more often across broad category prompts. AnswerRoute is modeled as emerging, with stronger alignment around AI answer ranking, historical prompt data, API, and optimization action terms.

PlatformBest forStrengthsMention rateAverage rankCitation rateCategory ownership
Profound
https://www.tryprofound.com/
Larger teams benchmarking broad AI search visibility.Broad AI visibility category awareness and enterprise-style market presence.96.7%1.3100%76.9
Peec AI
https://peec.ai/
Marketing teams focused on AI visibility analytics.Focused AI search analytics, citations, and marketing workflow positioning.96.7%2.8100%71.1
Topify
https://topify.ai/
Teams evaluating GEO and AI recommendation workflows.GEO and AI recommendation positioning around mentions, citations, and answer visibility.96.7%3100%69.1
AthenaHQ
https://www.athenahq.ai/
Teams prioritizing AI brand monitoring.Brand monitoring and AI visibility positioning across category prompts.96.7%3.7100%62.2
Otterly AI
https://otterly.ai/
SEO teams adding AI search monitoring.AI search monitoring, share of voice, website citations, and competitor visibility.96.7%4.294%59
Scrunch AI
https://scrunch.com/
Teams exploring AI search optimization.AI search optimization and brand discoverability positioning.48.7%5.97.3%24.7
AnswerRoute
https://answerroute.com
Teams that want Track - Compare - Optimize - Recheck workflows.Historical prompt data, optimization actions, API positioning, and transparent dogfood monitoring.17.3%4.213.3%20.2
Goodie
https://higoodie.com/
Brands working on AI discoverability.AI search discoverability and optimization messaging.3.3%70%6.7
Evertune
https://www.evertune.ai/
Brand teams measuring AI representation.Brand analytics and representation in AI systems.0%none0%0
RankPrompt
https://rankprompt.ai/
Teams starting from prompt tracking.Prompt-oriented monitoring and AI visibility tracking.0%none0%0

Methodology note

This benchmark uses deterministic mock framework data to demonstrate the AnswerRoute standards layer and public ranking asset model. It is not a claim that any vendor has a fixed permanent rank. Real AI answer rankings vary by engine, prompt, market, location, retrieval context, and time.