What is Prompt Optimization?

The practice of identifying and optimizing for the specific AI prompts where your brand should appear as a recommendation.

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Key Takeaways

  • Prompt optimization is like keyword research for AI: identifying the questions people ask AI assistants and ensuring your brand appears in the answers.
  • High-intent prompts ('best X for Y') are the highest-value targets because they directly influence buying decisions.
  • AI responses change over time, so ongoing monitoring is essential since a prompt that surfaces your brand today might not tomorrow.

In SEO, you research keywords. You find out what people type into Google and make sure your site shows up for those terms. Prompt optimization is the same concept, but for AI. And the stakes feel different because with AI, there's no "page two." You're either in the answer or you don't exist.

So what exactly is prompt optimization?

Prompt optimization is the practice of identifying the specific questions people ask AI assistants, then making sure your content, brand, and online presence are strong enough to appear in those answers.

When someone asks ChatGPT "what's the best email marketing tool for a small business?", that's a prompt. If your email marketing tool shows up in the response, great. If it doesn't, you've got a prompt optimization problem.

The concept is simple, but the execution has its own logic. Unlike keywords, where you can check search volume and competition in a tool like Ahrefs, AI prompts don't have public volume data. You can't look up how many people asked ChatGPT that exact question last month. You have to work with informed assumptions and test systematically.

Why should you care?

Because the prompts that matter most are the ones with buying intent, and those are exactly where AI recommendations carry the most weight.

Think about the difference between "what is email marketing?" (informational) and "what's the best email marketing tool for a solopreneur?" (buying intent). The first prompt might generate a Wikipedia-style explanation. The second generates a recommendation list. That second type is where customers are made or lost in the AI era.

If a potential customer asks an AI "what CRM should I use for my freelance business?" and your CRM isn't mentioned, you didn't just lose a ranking. You lost a sale you'll never know about. There's no impression data, no click-through rate to analyze. The opportunity just vanished silently.

How prompt optimization works in practice

The process breaks down into a few stages.

Discovery: Figure out what prompts your target customers are asking AI. Start with your own knowledge of customer pain points and buying questions. What do people ask you in sales calls? What questions come up in your support inbox? Those are your seed prompts.

Test them manually. Open ChatGPT, Perplexity, Claude, and Gemini. Ask those questions. See what comes back. Are you mentioned? Are your competitors? This manual research is tedious but eye-opening.

Categorization: Not all prompts are equal. Group them by intent. Informational prompts ("what is X?") matter for brand awareness. Comparison prompts ("X vs Y") matter for competitive positioning. High-intent prompts ("best X for Y") are where the money is. Focus your optimization energy where the intent is strongest.

Optimization: This is where it connects back to your content strategy. For each prompt you want to rank on, ask: does my website clearly, comprehensively answer this question? Is there enough structured content for an AI to understand that my product fits this use case? Am I mentioned on third-party sites that AI trusts?

The optimization isn't about gaming the AI. It's about making sure your online presence genuinely supports the claim that you're a good answer to that question.

Tracking: Prompts need ongoing monitoring. AI responses change over time as models update and new content enters their training data or retrieval pipeline. A prompt where you appeared last month might not surface your brand today.

This is where manual checking becomes impractical and tools matter. Mentionable automates this by tracking your visibility across multiple AI platforms for the prompts that matter to your business.

The honest truth

Prompt optimization is less mature than keyword research. There are no reliable volume metrics, the AI responses are non-deterministic (ask the same question twice, sometimes get different answers), and best practices are still being established.

But the core principle is timeless: know what your customers are asking, and make sure you show up with a good answer. The medium changed. The strategy didn't.

Frequently Asked Questions

What is prompt optimization for AI visibility?
Prompt optimization is like keyword research for AI. It involves identifying the specific questions people ask AI assistants (like 'best CRM for freelancers') and ensuring your brand, content, and online presence are strong enough to appear in the AI-generated answers to those questions.
How do I find the right prompts to optimize for?
Start with your customer pain points and buying questions. What do people ask in sales calls or support tickets? Test these as prompts in ChatGPT, Perplexity, and Claude. Focus on high-intent prompts ('best X for Y') rather than informational ones ('what is X'). Tools like Mentionable can suggest relevant prompts based on your URL.
Do AI responses change over time for the same prompt?
Yes. AI responses are non-deterministic, meaning the same question can produce different answers on different days. Models update, new content enters training data and retrieval pipelines, and competitors evolve. Ongoing monitoring is essential because a prompt that surfaces your brand today might not tomorrow.
What is the difference between prompt optimization and keyword research?
Keyword research targets search engine rankings with measurable volume and competition data. Prompt optimization targets AI-generated answers where there are no public volume metrics and responses vary. The core principle is the same (know what customers ask, show up with a good answer), but AI prompts lack the measurability of traditional keywords.
Which prompts should I prioritize for optimization?
Prioritize high-intent prompts that signal buying decisions, such as 'best [product] for [use case]' and 'compare [option A] vs [option B].' These directly influence purchases. Informational prompts ('what is X') matter for awareness but drive less revenue. Focus optimization energy where the commercial intent is strongest.
Alexandre Rastello
Alexandre Rastello
Founder & CEO, Mentionable

Alexandre is a fullstack developer with 5+ years building SaaS products. He created Mentionable after realizing no tool could answer a simple question: is AI recommending your brand, or your competitors'? He now helps solopreneurs and small businesses track their visibility across the major LLMs.

Published February 15, 2026· Updated February 12, 2026

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