B2B marketers have always known that most of the buying journey happens out of sight. AI SEO has made that blind spot larger. A buyer can now ask an assistant which vendors to consider, how they compare and where each falls short, all before a single form is filled in. If your company isn’t on the list the assistant produces, you may never learn that you lost. Here is what the research says about this shift, where the numbers are shaky, and how to prepare your content.
What the Research Suggests
The headline statistics are striking, but they come from different surveys with different definitions. Forrester’s 2026 Buyers’ Journey Survey, covering nearly 18,000 business buyers, reportedly found that 94% used generative AI in their most recent purchase, up from 89% in 2025. G2’s March 2026 survey of 1,076 software buyers found that 71% now rely on AI chatbots for software research, up from 60% seven months earlier, and comparing vendor strengths and weaknesses is the most common use case at 41%. abmaticmartal
Not every source reports numbers that high. A Gartner summary cited elsewhere puts generative AI use during purchase research at 45%. A survey of 300 senior technology buyers found 47% initiate vendor research with AI assistants, ahead of Google Search at 43%. The gap comes from different samples, question wording and timing. Many of the figures I found were relayed through secondary sites, not read in the original reports, so verify any number before using it in a pitch.
Still, the direction is consistent: AI is now a normal part of vendor research, particularly for comparison. Gartner’s work, as summarized by Martal, adds a useful counterweight: 69% of buyers use sales reps to validate AI-generated insights, which reframes sales as the confirmation step rather than the first source.
Why Shortlists Matter So Much
Several sources report that final shortlists are small and formed early. One analysis says 95% of winning vendors were already on the buyer’s Day One shortlist, up from 85% the year before, citing 6sense. Another reports that 63% of buyers consider two or three products. I couldn’t confirm these against the original reports, but they point the same way: being absent from the first answer is expensive, and traditional lead metrics won’t reveal it.
The Real Job: Be Easy to Compare, Honestly
Since comparison is the leading use case, your content should help a machine, and a buyer, compare you fairly. Most B2B sites do the opposite. They describe themselves in vague superlatives and hide pricing, limits and trade-offs. AI systems then fill the gaps from reviews, forums and competitors’ pages, so the story gets told without your input.
Here is a framework I’d suggest, which is my own rather than an industry standard. Build around the four questions of a shortlist:
- “What are the options?” Category pages that plainly state what you are, who you serve and which problem you solve.
- “How do they differ?” Honest comparison pages covering you versus named alternatives and versus doing nothing. Say where a competitor is a better fit. That candor is what makes a source quotable.
- “Will it work for us?” Detail on integrations, security, compliance, implementation time, support and typical team size.
- “Can I justify it internally?” Pricing logic or ranges, ROI reasoning with sourced assumptions, and a short summary a buyer can forward to a manager. Forrester’s data, as relayed by Abmatic, indicates 47% of buyers use AI to build internal business cases.
Sarkar SEO uses this four-question lens as a quick audit: list your pages against each stage, and the empty rows show where AI will rely on other people’s descriptions of you.
Prove It With Real Evidence
Google’s own AI search guidance, as reported by Search Engine Journal, emphasizes content with unique insight rather than commodity material. In B2B, that means proof a competitor can’t copy:
- Named customer stories with measurable outcomes and permission to share them.
- Original data, such as benchmarks drawn from your own anonymized usage.
- Expert authorship, with real names, roles and experience.
- Technical documentation that is public, current and well organized.
Don’t publish fabricated testimonials or inflate results. If your evidence is thin, collect it before writing more pages.
Be Present Where Buyers Check
For software especially, third-party sources carry weight. Earlier research in this series showed that review sites such as G2 appear among the top sources for Perplexity. Keep your review profiles complete, ask satisfied customers for honest feedback, and answer criticism specifically. Also maintain consistent descriptions of your product, pricing tiers and positioning across your site, directories and partner pages, because conflicting facts make you harder to recommend.
Work With a Gated-Content Problem
Many B2B teams lock their best material behind forms. That helps lead capture but can hide your strongest answers from both crawlers and buyers. Consider publishing the substance openly and gating the extras, such as templates, calculators and deeper workbooks. Before changing anything, confirm that search engines can access and index the pages you want quoted.
Measure Without Perfect Visibility
Because the key research happens in a closed chat, attribution will be incomplete. Combine several signals:
- A “How did you hear about us?” field with an AI assistant option and a free-text box.
- Sales call notes recording what prospects say they asked an assistant.
- Direct and branded search trends after you publish comparison content.
- A quarterly check of twenty buyer-style questions across several assistants, logging whether you’re named and how you’re described.
Sarkar SEO recommends reviewing those descriptions with sales and customer success, because they spot inaccuracies, such as outdated pricing or wrong feature claims, that analytics never will.
What to Avoid
Don’t bury trade-offs; they are what makes a comparison credible. Don’t clone dozens of “vs” pages with swapped names, which risks the scaled-content problems covered earlier in this series. Don’t assume a high ranking guarantees a mention. And don’t treat AI visibility as separate from sales: if the answer says something wrong about you, fix the facts at the source.
