Specific content has the strongest logical case of any content practice for AI search, because the questions are specific and the passages retrieved must match them. The bottom line: general pages answer general questions that larger competitors already own, specific pages answer the detailed situations people actually describe, and the published research supports specificity indirectly through prompt length, query expansion, and fact coverage, though no study has measured it as a single variable.
New to the term? What is answer engine optimization covers the basics.
What supports it
- Prompts are long and situational. Semrush found the average ChatGPT prompt is 23 words and that 65 to 85 percent match no traditional keyword.
- Systems expand questions. ChatGPT's searches averaged 4.2 words in Semrush's data, and Google's AI features expand one question into related searches, so a page that covers the sub questions can be retrieved for more of them.
- Coverage of facts. A Surfer analysis, reported through a secondary source, found that articles cited in AI Overviews covered 62 percent more of a topic's key facts than the typical core source.
- Concrete evidence helps in the GEO paper. Adding statistics, quotations, and citations raised visibility by as much as 40 percent on its benchmark, while generic keyword stuffing did not help.
What "specific" means in practice
| General | Specific |
|---|---|
| We offer plumbing services | We replace cast iron drain stacks in homes built before 1970 in Hillsborough County, usually in one day |
| Custom software development | We build inventory systems for wholesale distributors with 5 to 50 warehouses, integrated with QuickBooks or NetSuite |
| Estate planning attorney | We draft trusts for families with a special needs beneficiary in Florida, and here is how the supplemental needs trust works |
| Contract manufacturing | We machine titanium medical components to ISO 13485 with 24 hour quote turnaround |
Specificity means the details a competitor cannot copy without doing the work: places, numbers, materials, certifications, timeframes, constraints, and who it is for and not for.
Steps to make a page specific
- Pick the exact question a customer asks, with place, situation, and constraints.
- State who the page is for and who it is not for.
- Add the numbers: prices or ranges, timeframes, capacities, and quantities, with sources where they are not yours.
- Name the places, standards, materials, products, and certifications involved.
- Include one real example or case with details.
- Answer the two follow up questions that always come next.
A note on our scan
Our scan's content check counts the ingredients of concrete claims, such as numbers, dollar amounts, percentages, named entities, and years, and passes a page at 40 or more signals and 20 or more per 1,000 words. That is a proxy for specificity, and it cannot judge whether the claims are accurate or useful.
Limits
Specific content narrows your audience by design. That is the point, but it means a specific page will be retrieved for fewer questions, so you need several. Measure by asking your customers' specific questions many times and recording how often you are named.
Questions people ask
Does specific content get cited more by AI than general content?
No study has isolated it, but the evidence points that way indirectly: prompts are long and situational, systems expand questions into related searches, and cited articles cover more of a topic's facts.
What makes content specific?
Places, numbers, materials, certifications, timeframes, constraints, and a clear statement of who it is for, all details a competitor cannot copy without doing the work.
Do statistics help content get cited?
The GEO paper found adding statistics, quotations, and citations raised visibility by as much as 40 percent on its benchmark.
Will specific pages get less traffic?
Each will be retrieved for fewer questions, so you need more of them, each aimed at a real question.