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Prose Pilot

LLMrefs tracks brand visibility in AI search engines.

Checked 4 Oct 2026 Reviewed by Alex Listed since August 2024

Screenshot of Prose Pilot

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 Alex after real use

Our 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

Questions about Prose Pilot

What does Prose Pilot do?

Prose Pilot tracks brand visibility in AI search engines. It follows keywords across AI models such as ChatGPT and Anthropic Claude, produces visibility reports for SEO, and benchmarks brands against competitors using share of voice and position metrics. Results can be exported as clean CSV files for further analysis.

How much does Prose Pilot cost?

Prose Pilot has no free tier. The Basic plan costs $19 per month and the Premium plan costs $49 per month, according to prices the vendor published in September 2026. The reviewer notes that more advanced features and larger scale tracking come at a higher cost beyond the basic plan.

Who is Prose Pilot best suited for?

Toolio lists SEO agencies and marketers as the best fit for Prose Pilot, which covers major generative AI models in over 20 countries and ranks brands against each other. It is not a good match for prompt-specific optimization needs, because it does not give detailed insight into the specific prompts AI chatbots use.

What are the downsides of Prose Pilot?

The reviewer's main complaint is the lack of insight into the specific prompts used by AI chatbots. Geographic targeting covers over 20 countries, but some users may need more granular targeting, and premium features cost more than the basic plan. Alex scored Prose Pilot 3.8 out of 5 after real use.

What are some alternatives to Prose Pilot?

Toolio lists CreateAI, Neuron Writer, Blogseo and SEO Content Machine as alternatives to Prose Pilot. Neuron Writer optimizes content for SEO and AI platforms, SEO Content Machine scans a site for gaps and plans the content to create, and CreateAI helps generate content quickly.

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