We Sorted 308 AI Citations by Format. Here's What Gets Cited.

An AEO content playbook from real answers: the page AI cites depends on the question, not just the engine.
We Sorted 308 AI Citations by Format. Here's What Gets Cited.

An AEO content playbook from real answers: the page AI cites depends on the question, not just the engine.

Match the Page to the Question: Best option: honest roundup. X vs Y: fair comparison. Cost: clear pricing page. Who can help: service page. How to: answer-first explainer. Is it good: review profiles.

Where the data comes from: answers to 24 buying questions collected on September 26, 2026 from OpenAI’s API (with web search on) and from Perplexity’s API, with the cited sources checked the next day.

308 citations tagged by page format

Page format Software questions Services questions Source and date
Roundups and alternatives pages 118 21 Search Shift test, OpenAI’s API (with web search on) and Perplexity’s API, September 26, 2026
Product or service pages 14 45 Search Shift test, OpenAI’s API (with web search on) and Perplexity’s API, September 26, 2026
Explainers and how-to articles 4 53 Search Shift test, OpenAI’s API (with web search on) and Perplexity’s API, September 26, 2026
Head-to-head comparisons 10 12 Search Shift test, OpenAI’s API (with web search on) and Perplexity’s API, September 26, 2026
Review sites and marketplace listings 11 0 Search Shift test, OpenAI’s API (with web search on) and Perplexity’s API, September 26, 2026
Official docs and government pages 1 8 Search Shift test, OpenAI’s API (with web search on) and Perplexity’s API, September 26, 2026
Pricing pages 7 0 Search Shift test, OpenAI’s API (with web search on) and Perplexity’s API, September 26, 2026
That’s 167 citations for software questions and 141 for services 167 141 Search Shift test, OpenAI’s API (with web search on) and Perplexity’s API, September 26, 2026

“Four more went to single-product reviews and other pages.”

Other numbers in the post

Number What the post says Source Date
71% “For software questions, roundups took 71% of the citations.” Search Shift test, OpenAI’s API and Perplexity’s API September 26, 2026
about 70% and 15% “For services, it flipped. Explainers and service pages took about 70%, and roundups only 15%.” Search Shift test, OpenAI’s API and Perplexity’s API September 26, 2026
about half and 28% “Roundups made up about half of Perplexity’s citations, against 28% of OpenAI’s.” Search Shift test, OpenAI’s API and Perplexity’s API September 26, 2026
85 of 118 “Of the 118 roundups cited for software questions, 85 came from a company selling in that category.” Search Shift test, OpenAI’s API and Perplexity’s API September 26, 2026
7 of 308 “Pricing pages earned only 7 of the 308 citations.” Search Shift test, OpenAI’s API and Perplexity’s API September 26, 2026
12 of 78 “Comparisons were a small share overall, but a big one for OpenAI: 12 of its 78 citations.” Search Shift test, OpenAI’s API September 26, 2026
38% “Explainers took 38% of the services citations.” Search Shift test, OpenAI’s API and Perplexity’s API September 26, 2026
13 and four On Perplexity, “how do I choose a good accountant” drew 13 cited guides. Four came from accounting software companies: QuickBooks, Xero, FreshBooks and Sage. Search Shift test, Perplexity’s API September 26, 2026
$25, $45 and $75 “both Google’s AI Overview and Perplexity repeated $25, $45 and $75 without saying those were annual prices” Help Scout pricing page, which “defaults to annual billing” Not dated in the post
$30 and $25 “The Help Scout answer cited its Shopify App Store listing, which showed the $30 monthly price for Standard. The pricing page showed the $25 annual price.” Help Scout Shopify App Store listing and pricing page Not dated in the post
the three overlapped surprisingly little “ChatGPT seemed to favor sites that had covered one topic in depth. Perplexity pulled from a wider mix, forums and niche sites included, and leaned toward fresh pages. AI Overviews acted like Google with extra steps.” A marketer’s post in r/DigitalMarketing February (year not given in the post)

The playbook: one format per question

Buyer question type Example question Page to publish Source and date
Best option for a need “best help desk for a small team” an honest roundup or alternatives page The post’s playbook, from the September 26, 2026 test
One option against another “Help Scout vs Front” a head-to-head comparison The post’s playbook, from the September 26, 2026 test
Cost “how much does Help Scout cost” a pricing page with the billing period spelled out The post’s playbook, from the September 26, 2026 test
Who can help me “CPA for real estate investors in Denver” a service page that names who you serve The post’s playbook, from the September 26, 2026 test
How to do something “how to choose an accountant” an explainer that answers in the first paragraph The post’s playbook, from the September 26, 2026 test
Is it any good “is QuickBooks legit” current review profiles and case studies The post’s playbook, from the September 26, 2026 test
Rules and requirements “how to claim the R&D tax credit” links to official sources, plus your own help docs The post’s playbook, from the September 26, 2026 test

Write a comment