The short answer
Lead every section with a direct answer, back each claim with a specific source, statistic, or example, and make the author's expertise visible. Research on generative engines found that adding citations, quotations, and statistics raised content's visibility in AI answers by up to 40% in testing, while keyword stuffing didn't help.
Key takeaways
- Prioritize answer-first writing that puts the primary solution in the opening sentence of each section.
- Back every claim with specific statistics and original citations rather than summarizing other blogs.
- Optimize for E-E-A-T by ensuring author expertise is clearly visible and pages are structured to be self-contained.
Most B2B SaaS content is fine. It's readable, on brand, and keyword-aware. It also gets skipped by AI engines, because it buries the answer under three paragraphs of context.
AI engines assemble answers from pieces. Your job is to write pieces worth lifting.
What does the research say makes content quotable?
The clearest evidence comes from the 2024 study that named generative engine optimization. Researchers tested how different content changes affected visibility in AI-generated answers, including on Perplexity.1
| Change to the content | Effect on visibility in AI answers |
|---|---|
| Adding citations to credible sources | Strong gains, roughly 30% to 40% on the study's main measure |
| Adding relevant quotations | Among the top performers |
| Adding statistics in place of vague claims | Strong gains across measures |
| Improving fluency and readability | Moderate gains, roughly 15% to 30% |
| Keyword stuffing | No meaningful gain; slightly worse on Perplexity |
What does Google look for?
The same things, framed for people. Google's guidance asks whether content offers original information or analysis, whether it's written by someone who knows the topic, and whether it has easily verified errors.2 It also says pages should make clear who wrote them, and that trust is the most important part of its E-E-A-T framework.2
Write for a skeptical expert, and you're writing for both.
The brief: six rules for every page
- Phrase headings as questions. Use the words buyers actually type or say.
- Answer in the first sentence. One or two sentences that make sense on their own, before any context.
- Be specific. Numbers, names, timeframes, and conditions. "Cuts review time" is vague. A specific, provable outcome with a timeframe is quotable.
- Source every claim. Link to the original study or document, not to a blog that summarized it.
- Name the author. A real person with a real bio, linked from the byline.
- Keep each section self-contained. An engine may lift one section without the rest. It should still be accurate.
What does that look like in practice?
Before: "In today's fast-moving compliance landscape, many organizations are rethinking how they approach audits. There are lots of factors to consider, and the right choice depends on your needs."
After: "A SOC 2 Type I report assesses your controls at a single point in time. A Type II report assesses how they operated over a period, typically several months. Ask your buyers which one their security team requires."
The second version answers the question, uses specifics, and survives being quoted on its own.
Statistics help only when they're real and relevant. Google's guidance flags easily verified factual errors as a quality problem,2 and one invented number can discredit an entire page. If you can't source it, cut it.
Read only the first sentence under each heading. If those sentences alone answer the page's question, the page is ready.
AI engines don't reward the longest page or the cleverest one. They reward the page that answers clearly and proves it.
Read next: Comparison pages that buyers and AI engines trust
Sources
- Aggarwal et al., GEO: Generative Engine Optimization, KDD 2024. arxiv.org/abs/2311.09735
- Google Search Central, Creating helpful, reliable, people-first content, accessed October 13, 2026. developers.google.com/search/docs/fundamentals/creating-helpful-content
About the author
Aimee van der Haar
Aimee founded Bearly Creative to give great startups and tech companies the marketing they deserve. She works across strategy, design, content, and AI search, and she still does the work herself.
