Why Tech Businesses Need to Benchmark Their AI Visibility in Q4 

You can have next year’s growth targets agreed, your priority sectors mapped out and a marketing plan ready for sign-off. But there’s a question worth answering before you commit the budget: when a prospective customer asks an LLM to recommend a supplier in your industry, does your business make the shortlist?

For tech businesses using the last quarter of the year to shape next year’s plans, this is where GEO benchmarking earns its place. Not because AI visibility works differently in autumn… But because understanding where you stand can change what you decide to do next.

Buyer’s behaviour makes this worth paying attention to. In G2’s March 2026 survey of 1,076 B2B decision-makers, 51% said they started software research with an AI chatbot more often than with Google. For a technology business, the implication is straightforward: your next prospective customer could be comparing you with competitors before anyone visits your website or speaks to sales.

Generative Engine Optimisation, or GEO, is about improving how your business appears in AI-generated answers. A useful benchmark should examine whether you appear for relevant questions, how accurately you’re described, which sources are cited and where competitors show up instead. At With, we approach that through a combination of measurement and human analysis, connecting the findings to the audiences and commercial priorities that matter to the business. 

Showing up in the right way

Your commercial priorities should shape the questions you test. Take a software company aiming to win larger retail clients next year. Asking whether an AI tool has heard of the company tells you very little about whether it will recommend it for “inventory management software for a retailer expanding internationally”. Being recognised and being considered for the right work are two different things.

Suppose the benchmark finds that the answers still describe that company as a small-business provider. That gives the marketing team something specific to investigate. Does its website explain its enterprise capabilities? Are relevant customer results publicly available, or sitting in a sales deck? Is its media coverage telling the story of the business today, or the one it was two years ago?

Those are useful questions to ask while next year’s content calendar and PR priorities are still being discussed. They could change which customer stories you develop, where you focus thought leadership or which product pages need attention. Even where the budget is already agreed, the findings can help shape how it is used. 

More content is always the answer 

The answer doesn’t automatically need to be more content, either. It may be about making existing expertise clearer and easier to find. Google’s guidance for its AI search features emphasises useful, original content, rather than rewriting everything specifically for AI. Before commissioning another year of articles, it is worth understanding whether the evidence you already have is doing its job. 

There’s also a practical reason to start before December. Customer approvals, technical fixes and content updates all need someone’s time. A benchmark in October or November gives you a chance to agree priorities and begin the work before January campaigns get going, rather than returning from the Christmas break with an audit still to commission. 

Publishing a change is not the same as seeing it reflected in search, either. Google says recrawling can take days to weeks, and inclusion is not guaranteed. That is one platform’s guidance, not a universal GEO timetable, but it is a useful reminder that this work needs room in the plan. 

Doing the analysis now also gives next year’s activity a starting point. Record the questions tested, the platforms and settings used, and the answers observed before new campaigns begin. Then you can return to the same core questions and assess what has changed, rather than trying to judge progress from one flattering screenshot.

That means repeat testing, not treating an autumn audit as the final word. Google notes that even its own AI search features can return different answers and links. A benchmark should therefore be treated as a structured sample, with patterns reviewed over time, rather than a definitive ranking. And improvements in visibility should be considered alongside commercial results, not mistaken for proof of them. 

The real value of October and November is the opportunity to make the findings useful before plans are locked in. Bring PR, SEO, content and product marketing into the conversation, agree who owns the response and connect it to the business you want to win. Your growth strategy sets out where you want to go. A GEO benchmark helps establish whether prospective buyers are being shown a business that belongs there.

To discuss GEO benchmarking for your business, get in touch with the With team.