GEO for SaaS: How B2B Software Gets Recommended by AI

GEO for SaaS is the work of getting your software named when buyers ask AI assistants for a shortlist: “best CRM for a 20-person startup”, “alternatives to HubSpot”, “Pipedrive vs HubSpot”. In practice it means clear comparison, pricing, docs and integration pages, an accurate presence on the review sites assistants cite, and share of voice measured against the competitors you meet in deals.

Assistants are often asked to choose between software products. A buyer types a question with real constraints (team size, budget, integrations) and gets back three or four names. If you’re not one of them, there’s no lost-deal reason in your CRM: the deal never started. This guide covers the prompts that build SaaS shortlists, the pages that feed them, and how to measure AI visibility as a SaaS company.

Key takeaways

• SaaS shortlists form on a few prompt types: “best X for Y”, “alternatives to [competitor]”, “X vs Y”, and use-case questions with integration or budget constraints.
• Each prompt type needs a page that answers it directly, such as a fair comparison page, a public pricing page or a specific integration page.
• Review sites and roundups often weigh as much as your own site in recommendation answers, so keep those profiles accurate.
• Public docs and pricing give assistants checkable facts. Gated or image-only information leaves them to rely on other sites.
• Measure share of voice against the competitors you lose deals to, per assistant, and change one thing at a time.

If GEO is new to you, start with what generative engine optimization is.

Why GEO matters for SaaS

• Crowded categories. Most SaaS categories have dozens of credible vendors, and buyers ask an assistant to narrow the list before visiting any website.
• Constraint-heavy questions. “Help desk that integrates with Slack and Jira” is exactly the kind of long, specific question assistants are asked to answer.
• Fact-heavy decisions. Price per seat, free plans, integrations and security certifications are facts that assistants can extract, compare and get wrong.

If your facts are clear and consistent across the web, they’re easy to repeat. If they’re vague or out of date, a competitor with clearer pages has the advantage.

The prompts that decide SaaS shortlists

These patterns usually decide whether you’re considered. Each maps to a page type.

Keep these prompts mostly unbranded: a buyer who already knows your name doesn’t need the shortlist. Our guide to choosing prompts to track explains how to build a balanced set.

Comparison and alternatives pages

“X vs Y” and “alternatives to” prompts are high intent, and comparison pages are a common source for them. Build them for buyers first.

1. Pick the competitors you really meet in sales calls, not every vendor in the category.
2. Lead with a short verdict on who each product suits best.
3. Add a fact table: pricing model, free plan, key integrations, support options, sourced where you can.
4. Say where the competitor is stronger. A page that only praises you reads as an ad.
5. Date it and keep it current. A stale comparison repeats wrong facts about them, and about you.

Our own comparison pages follow this format, using facts from each vendor’s site. Resist producing a page for every variation of a query: Google’s guide to optimizing for generative AI features says that doing so primarily to manipulate rankings or AI responses violates its scaled content abuse policy.

Pricing, docs and integration pages assistants can use

SaaS sites often hide the facts assistants need behind demos, logins or images.

• Pricing. Publish plan names, prices, inclusions and limits as text. If you sell custom contracts, say so (“custom pricing above 50 seats”) rather than nothing. A silent pricing page pushes assistants toward review sites and old articles.
• Docs. Public documentation answers late-stage questions like “does it support SSO” or “is there an API”. Keep key pages public and current.
• Integrations. A logo wall is weak evidence. A page per major integration stating what syncs, in which direction and on which plans gives an assistant something to cite.
• Access. OpenAI states that sites opted out of OAI-SearchBot won’t be shown in ChatGPT search answers. Our guide on how to rank in ChatGPT covers crawler access in more detail.

An llms.txt file is optional. Our free llms.txt generator builds one for AI agents, but Google says you don’t need AI text files to appear in its Search.

Review sites and roundups

For “best X for Y” prompts, assistants often cite software review platforms, “best tools” articles and community threads. Keep your presence there accurate: complete profiles, current pricing, reviews requested from all customers, and corrections sent to authors of outdated roundups. Our guide on getting cited through review sites covers how to do this within each platform’s rules. Start with the domains actually cited for your prompts.

Measure share of voice against named competitors

A generic visibility score tells a SaaS team little. What matters is how often you’re named compared with the vendors you compete against.

• Name your competitor set from win-loss data, not a long list.
• Fix the prompt set so runs stay comparable.
• Measure per assistant. A strong ChatGPT position can hide an absence in Gemini or Perplexity.
• Record position. Being named fourth after three rivals is not the same as being the first pick.
• Pair it with sources. When share of voice moves, the cited domains usually explain why.

AI share of voice explains the calculation and how to read a score.

How to run GEO for SaaS with Citegram

Citegram is a free Chrome extension with a dashboard built for this measurement. Our page for SaaS teams shows the workflow in detail.

1. Set up your workspace. Enter your company and the competitors you meet in deals, and invite teammates when you’re ready.
2. Add your buyer prompts: category, “alternatives to”, “X vs Y” and integration-led questions.
3. Run them in the real assistants. Citegram asks each prompt in ChatGPT, Gemini, Perplexity, Claude, DeepSeek, Grok and Google AI Overviews in background tabs, using the accounts already signed in to your browser. No API key is needed, questions count toward your own plan usage, and first results arrive in about 10 minutes.
4. Read share of voice and positions. Reports show share of voice per brand and per assistant, and each answer records whether and where your brand appears.
5. Find the pages to work on. The most cited domains and, for ChatGPT, the web searches it ran show which review sites, comparison pages and queries matter.
6. Change one thing, then rerun the same prompts and follow the trend.

Answers come from your own accounts, so memory, personalization and location can affect them. Read trends across repeated runs rather than single answers.

FAQ

What is GEO for SaaS?

It’s generative engine optimization applied to software buying: improving how often AI assistants name your product when buyers ask for recommendations, alternatives or comparisons. It combines clear product pages, accurate review profiles and measurement against named competitors.

How do I get my SaaS recommended by ChatGPT?

Make sure OpenAI’s search crawler can reach your site, publish clear pricing, comparison and integration pages, and keep your profiles accurate on the review sites ChatGPT cites. Then track the same buyer prompts over time. No one can guarantee a recommendation.

Which prompts should a B2B SaaS company track?

The questions buyers ask before they know your name: “best X for Y”, “alternatives to [competitor]”, “X vs Y” and use-case questions with constraints like team size, budget or integrations. Keep the set stable so trends are comparable.

Do comparison pages help AI visibility for SaaS?

They can, because “X vs Y” and “alternatives to” prompts often draw on comparison content. Fair pages with clear facts serve buyers and assistants better than one-sided ones. Avoid mass-producing near-identical variants, which Google’s guidance warns against.

See where your SaaS stands

Find out whether assistants put you on the shortlist for your buyers’ questions. The free plan tracks 1 prompt across all major assistants, forever. Pro adds unlimited prompts and competitors for $10 per seat per month. See pricing.