AEO Operators Research
Research That Shapes AI Search Visibility
Evidence-backed research, industry studies and data-driven analysis to help B2B SaaS companies understand how AI search is changing software discovery.
We analyse studies published by established AI search and SEO researchers. Every figure links to its original report, and we never present this work as our own original research.
Latest research
AI Search Research · Research Analysis
Does stale content reduce AI citations for B2B SaaS?
AirOps found that recently refreshed pages were common among ChatGPT citations, particularly for commercial questions. For B2B SaaS, this supports maintaining accurate buying pages rather than relying on publication alone, but it does not prove that changing a date causes visibility gains.
Source: AirOps · 5 November 2026 · 4 min read
AI Search Research · Research Analysis
Can AI citations fall while brand rankings stay stable?
Yes. Profound reports that ChatGPT citations per answer fell 10.4% after its June update while nine of ten leading brands in the median industry held their position. B2B SaaS companies should therefore monitor citation support separately from brand rank.
Source: Profound · 5 November 2026 · 4 min read
AI Search Research · Research Analysis
Which commercial pages are more likely to earn AI citations?
AirOps found that citation-associated content signals differed by buying stage: evidence helped discovery, concise sentences helped shortlisting, tables helped comparison and organised lists helped validation. For B2B SaaS, the practical response is to match page structure to the decision being made, not apply a universal formatting formula.
Source: AirOps · 5 November 2026 · 4 min read
AI Search Research · Research Analysis
Why should B2B SaaS measure long-tail AI search questions?
B2B SaaS should measure long-tail questions because AI search can discover cited pages through narrower follow-up searches rather than the original prompt. AirOps reports that 32.9% of cited pages appeared only in search results for fan-out queries, making short category prompts an incomplete visibility benchmark.
Source: AirOps · 5 November 2026 · 5 min read
AI Search Citations and Sources · Data Breakdown
Why third-party pages drive 85% of brand mentions in AI search
An analysis of AirOps' study of 21,311 brand mentions across ChatGPT, Claude and Perplexity, and what it means for how software companies earn AI visibility.
Source: AirOps · 4 November 2026 · 4 min read
Featured data and statistics
35.2%
of cited pages were updated within three months..
Source: AirOps, The Silent Pipeline Killer: How Stale Content Costs You AI Citations (and Customers)
53.4%
of cited pages were refreshed within six months..
Source: AirOps, The Silent Pipeline Killer: How Stale Content Costs You AI Citations (and Customers)
56 of 58
industries had fewer unique cited domains..
217,508
retrieved pages were analysed..
Source: AirOps, From Retrieved to Cited: How Commercial Content Earns Citations in AI Search
7,500
commercial prompts were included..
Source: AirOps, From Retrieved to Cited: How Commercial Content Earns Citations in AI Search
Research archive
Filter the library by category, source, year, AI platform or article type.
AI Search Research · Research Analysis
Does stale content reduce AI citations for B2B SaaS?
AirOps found that recently refreshed pages were common among ChatGPT citations, particularly for commercial questions. For B2B SaaS, this supports maintaining accurate buying pages rather than relying on publication alone, but it does not prove that changing a date causes visibility gains.
Source: AirOps · 5 November 2026 · 4 min read
AI Search Research · Research Analysis
Can AI citations fall while brand rankings stay stable?
Yes. Profound reports that ChatGPT citations per answer fell 10.4% after its June update while nine of ten leading brands in the median industry held their position. B2B SaaS companies should therefore monitor citation support separately from brand rank.
Source: Profound · 5 November 2026 · 4 min read
AI Search Research · Research Analysis
Which commercial pages are more likely to earn AI citations?
AirOps found that citation-associated content signals differed by buying stage: evidence helped discovery, concise sentences helped shortlisting, tables helped comparison and organised lists helped validation. For B2B SaaS, the practical response is to match page structure to the decision being made, not apply a universal formatting formula.
Source: AirOps · 5 November 2026 · 4 min read
AI Search Research · Research Analysis
Why should B2B SaaS measure long-tail AI search questions?
B2B SaaS should measure long-tail questions because AI search can discover cited pages through narrower follow-up searches rather than the original prompt. AirOps reports that 32.9% of cited pages appeared only in search results for fan-out queries, making short category prompts an incomplete visibility benchmark.
Source: AirOps · 5 November 2026 · 5 min read
AI Search Research · Research Analysis
What the AirOps 2026 State of AI Search report means for B2B SaaS
An analysis of AirOps' 2026 State of AI Search report: freshness, page structure, community sources and unstable visibility, and what software companies should do about each.
Source: AirOps · 5 November 2026 · 5 min read
AI Search Citations and Sources · Data Breakdown
Why third-party pages drive 85% of brand mentions in AI search
An analysis of AirOps' study of 21,311 brand mentions across ChatGPT, Claude and Perplexity, and what it means for how software companies earn AI visibility.
Source: AirOps · 4 November 2026 · 4 min read
Want to understand how your SaaS brand appears across AI search platforms?
Get an AI Visibility Assessment from AEO Operators, and we will show you where you appear, where you do not and what to fix first.