AI search readiness for SaaS and software companies
Software buyers ask assistants for shortlists and alternatives. Getting onto those lists depends on facts your marketing site usually states everywhere except in text.
Updated September 3, 2026
Software is the category where AI assistants are used most heavily for shortlisting, and the category where marketing sites are least willing to say anything concrete. Pricing behind a form, capabilities described as outcomes, integrations shown only as a wall of logos: each one removes a fact a model needed to include you.
The questions the engine generates
These are the shapes of question the audit builds from your own business profile, then checks your pages against. Yours are generated from your site, in your site’s language.
- Which provider for invoice automation is recommended?
- What are the alternatives to a helpdesk platform?
- Which providers for CRM offer suitable integrations?
What the audit reads to recognise this
- SoftwareApplication or WebApplication schema, and its category
- Whether pricing exists as text on a page, not only inside a calculator
- Named integrations, named limits, and who the product is for, stated plainly
What usually goes wrong
Pricing is “contact us”
A model asked what something costs cannot answer with a form. Even a range, or a starting price with the conditions attached, puts you back into the answer.
Integrations are a logo grid
Logos are images. If the integration is not named in text, it does not exist for the question “which tools connect to X”, which is one of the highest-intent questions in software.
Capabilities are described as benefits
“Unlock your team's potential” is unquotable. What the software does, for whom, and what it does not do, is what a shortlist is built from.
The comparison pages are all self-serving
A comparison where you win every row reads as marketing and is treated as such. Stating where a competitor is the better fit is the single most effective trust move on a software site.
Other site types
- AI search readiness for local businesses. When somebody asks an AI assistant for a provider in their town, the answer names a handful of businesses. Here is what decides whether yours is one of them.
- AI search readiness for online shops. Shoppers now ask an assistant what to buy before they ever reach a shop. Whether your products are in that answer depends on what your product pages state in machine-readable form.
- AI search readiness for comparison and finder sites. A comparison site is not a seller, and it should not be tested as one. Here is what answer engines actually ask a finder, and what decides whether it is the source they use.
- AI search readiness for service businesses and agencies. Service buyers ask assistants who does this work, who is any good, and what it costs. Most agency sites answer none of the three in a form a machine can use.
- AI search readiness for one-page sites and landing pages. A single page has one chance to say what this is, who it is for and why it is credible. Most one-pagers spend it on a slogan.
The seven signals behind the score are explained in how scoring works, and each one has a guide of its own.
Frequently asked questions
- Should we write pages comparing ourselves to competitors?
- Yes, if they are honest. Alternative and comparison questions are a large share of software search, and a fair page is quotable in a way an advert is not.
- Does our docs site count?
- It counts a great deal. Documentation is specific, first-party and structured — the most quotable content most software companies own, and often the part their marketing site links to least.