Prose Pilot
LLMrefs tracks brand visibility in AI search engines.
At a glance
Starts at
$19 per month
Price as published by the vendor, September 2026.
Free tier
No
Platforms
Web
Best for
SEO agencies, marketers
Not for
Prompts-specific optimization needs
3.8 out of 5
Scored by a Toolio reviewer after real useOur verdict
Tracks keywords across multiple AI models but falls short on prompt-specific insights.
✓What it does well
Wide coverageFull coverage of major generative AI models in over 20 countries.
Competitor analysisRanks brands against each other using share of voice and position metrics.
Data exportExport clean CSVs for further analysis.
✕Where it falls short
Prompt-specific insightsDoes not offer detailed insight into specific prompts used by AI chatbots.
Limited geographic targetingGeographic targeting is available in over 20 countries, but more granular targeting may be needed for some users.
Higher costs for premium featuresMore advanced features and larger scale tracking come at a higher cost beyond the basic plan.
Key features
Keyword trackingTracks keywords across various AI search engines like ChatGPT, Anthropic Claude, etc.
SEO visibility analysisProvides visibility reports for SEO optimization.
Competitor benchmarkingCompares brands against competitors using share of voice metrics.
geo-specific insightsprovides global coverage but lacks detailed geo-targeting