Prompt opportunity map: how to find the AI searches your buyers ask

A prompt opportunity map is a list of buyer prompts you want AI systems to answer with your brand, your content, or your category expertise.

It is the AI search version of keyword research.

Classic keyword research asks:

What does someone type into Google?

Prompt research asks:

What would someone ask ChatGPT, Claude, Gemini, or Perplexity when they are trying to understand, compare, or buy something in this market?

The difference matters because AI prompts are usually longer, more contextual, and more task-oriented than keywords.

Why prompt mapping matters

If you only test random prompts, your AI visibility data will be random too.

A prompt opportunity map gives structure to GEO and AEO work.

It helps you decide:

• which prompts to track
• which pages should answer them
• which competitors appear most often
• which languages matter
• which content gaps are worth fixing first

Without a prompt map, teams often optimize for vague ideas like "rank in ChatGPT." That is not actionable.

Start with buyer stages

Build prompts by buyer stage.

Problem discovery

The buyer knows the pain, not the category.

Examples:

why does ChatGPT not cite my website
how do I know if AI crawlers can read my site
how to improve visibility in AI answers

These prompts are good for educational content and audit tools.

Category discovery

The buyer understands the category and wants options.

Examples:

best AI SEO tools
GEO tools for SaaS websites
answer engine optimization software
AI visibility tracking platform

These prompts are commercially important because they create vendor lists.

Comparison

The buyer is narrowing options.

Examples:

best alternative to [competitor] for AI citation tracking
[tool A] vs [tool B] for GEO
which AI visibility tool tracks ChatGPT and Claude citations

These prompts need comparison pages, competitor pages, and clear product positioning.

Implementation

The buyer wants to do the work.

Examples:

how to create llms.txt for a SaaS website
how to optimize a pricing page for ChatGPT
what schema helps AI search understand a software product

These prompts need tactical guides and templates.

Validation

The buyer wants proof.

Examples:

how to check if my website appears in ChatGPT
how to track AI share of voice
how to measure AI citations for my domain

These prompts should lead naturally to measurement tools.

Add audience and vertical modifiers

Generic prompts are useful, but audience-specific prompts are often easier to win.

Add modifiers like:

• for B2B SaaS
• for ecommerce
• for agencies
• for local businesses
• for WordPress
• for documentation sites
• for API products
• for startups

Example:

AI SEO checklist for B2B SaaS
GEO audit for ecommerce product pages
llms.txt generator for WordPress sites
AI visibility tracker for agencies

These prompts reveal which pages your site should probably have.

Add language and market variants

If your buyers are multilingual, your prompt map should be multilingual too.

Do not assume English prompts represent the whole market.

For each important prompt group, add the languages your buyers use:

• English
• French
• Spanish
• German
• Portuguese
• Italian
• Japanese

Then track providers separately. A page can be visible in English and absent in Spanish. That is a real content gap.

Score each prompt

Give every prompt a simple priority score.

Use:

• buyer intent
• revenue relevance
• current visibility
• competitor visibility
• content readiness
• difficulty
• language importance

High-priority prompts usually have:

• clear commercial intent
• repeat buyer demand
• competitors already appearing
• a page you can realistically improve

Low-priority prompts are usually too broad, too academic, or too far from buying behavior.

Turn prompts into pages

Every tracked prompt should map to one of three actions:

1. Improve an existing page.
2. Create a new page.
3. Monitor only.

Do not create a new page for every prompt. Group related prompts into one useful page.

For example, these prompts can share one article:

how to track AI citations
AI citation tracking tool
how to know if ChatGPT cites my site

That page should answer the broad topic clearly, then include sections for the variations.

What to track after publishing

After you create or improve content, run the prompt set again.

Track:

• whether your domain is cited
• citation rank
• whether your brand is mentioned
• which competitors appear
• which page was cited
• whether the answer is accurate
• whether the provider used sources in the right language

This turns the prompt map into an operating system for AI visibility.

Bottom line

A prompt opportunity map is how you decide what to track and what to write.

It connects buyer intent, AI rank tracking, content strategy, and technical AI SEO into one workflow.

Start with the prompts your buyers would actually ask. Then use AI Rank Checker to see whether your domain is part of the answer.