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If the buyer question is 'which tool tracks how my brand appears in ChatGPT and Perplexity?', the first split is measurement versus execution. These platforms can surface mentions, citations, and competitors. New Reward's job is to turn the finding into shipped work with proof.
OtterlyAI, Semrush, Ahrefs Brand Radar, and Peec AI are strong fits when you already have writers, SEOs, and developers ready to act on prompt, citation, sentiment, and share-of-voice data.
The Okara gap is not only measurement. New Reward is built for the next step: identify the missing answer, approve the fix, ship the website/content/schema work, and keep evidence of the action.
A brand can keep a broad monitoring suite and still use New Reward for execution. The key is not treating a dashboard screenshot as completion proof.
The players, from their own pages
Tracks brand mentions, website citations, and competitive visibility across ChatGPT, Perplexity, Google AI Overviews, AI Mode, and related AI search experiences.
Sources: otterly.ai · otterly.ai
AI Visibility Toolkit tracks brand mentions and citations in ChatGPT, Google AI Mode, and AI Overviews with an "AI Visibility Score," share of voice, sentiment, prompt volumes, and an AI Search Site Audit.
Sources: semrush.com · enterprise.semrush.com
Brand Radar tracks brand mentions across AI answers, benchmarks share of voice against competitors, identifies cited pages and domains, and exposes opportunities to earn new mentions in LLM answers.
Sources: ahrefs.com · help.ahrefs.com
Analyzes brand performance across AI search, benchmarks competitors, tracks citations and sentiment, and exposes ChatGPT query fanouts through dashboard and API access.
Sources: peec.ai · peec.ai · docs.peec.ai
Common questions
At minimum: brand mentions, competitor mentions, cited domains, cited pages, prompt-level performance, sentiment, and whether the answer includes a useful source link.
New Reward includes AI visibility scoring and prompt checks, but the product is not just monitoring. It connects the score to approved fixes and evidence that the work shipped.
Start with a monitoring product if your team will execute the fixes. Start with New Reward if you need the diagnosis, shipped action, and evidence loop in one operating lane.
How this comparison is sourced Competitor details come from their own public pages, verified on 2026-06-09; sources are linked above. New Reward claims here describe how the product works, not outcome guarantees. If something is outdated, tell us and we'll correct it.
Decide with your own data
Get the free score in about a minute, request the free audit for ranked gaps, or book the demo and watch the proof loop run end to end.
