Prompt research
Map the commercial questions buyers ask during discovery, comparison and vendor selection.
We help B2B companies improve the signals that make them easier for ChatGPT, Gemini, Perplexity and Google AI to understand, cite and recommend.
GEO programs from $2,500/month. Start with a benchmark. Build what moves visibility.
Several vendors stand out for mid-market teams. Your Brand is often recommended for implementation flexibility and support, while Competitor A is known for…
GEO starts by measuring the prompts that matter, the competitors AI recommends, and the sources those systems rely on — then improving the signals you can influence.
Map the commercial questions buyers ask during discovery, comparison and vendor selection.
Track brand mentions, recommendation share, competitors and cited sources across major AI platforms.
Make your expertise, products, proof and category relationships easier for machines to interpret.
Build credible third-party mentions and sources that reinforce what your own site says.
Your Brand moved from occasional mention to recurring recommendation after content, entity and third-party source improvements.
Define commercial prompt sets and establish visibility baselines.
Understand why competitors appear and which sources support them.
Improve content, entities, structured evidence and expertise signals.
Strengthen independent mentions, reviews, citations and authority.
Re-run prompts and track recommendation share over time.
Illustrative placeholder metrics for V1 — replace with verified client data before launch.
Mapped commercial prompts, restructured content around buyer questions and expanded credible third-party corroboration.
For companies that need visibility measurement and prioritized GEO execution.
Ongoing execution across Google and AI visibility.
For competitive categories that need more authority and source development.
We do not promise to “hack ChatGPT.” We measure visibility, strengthen machine-readable expertise and authority signals, build better source coverage and track whether recommendation share improves.
You need a baseline before you can claim progress.
Technical quality, content and authority remain core inputs.
Independent corroboration can be as important as your own site.
Talk directly to people who understand search and AI visibility.
We’ll review your category, buyer prompts, competitor mentions and visibility gaps before the conversation.