Generative search fundamentals
AI search readiness fundamentals
Start with the foundations of search: accessible pages, useful original content, accurate information, and meaningful measurement. Learn what to review for AI search and what the available evidence can tell you.
Direct answer
Start with ordinary search eligibility: make important pages accessible to crawling, check indexing and snippet eligibility, publish useful original material, and keep visible facts and markup aligned. Then measure the first-party data each platform actually exposes. For Google Search, also check the property's generative AI inclusion setting. Eligibility and a completed checklist do not guarantee an appearance in an answer.
What readiness involves
A page cannot participate in a search feature if the search system cannot access or process it. It is not useful merely because it repeats common information, and it is not trustworthy when markup, copy, and actual product behavior disagree. Readiness spans technical access, actual search eligibility, editorial value, accurate representation, and meaningful measurement.
| Layer | Observable condition | What it does not prove |
|---|---|---|
| Access | Important URLs are crawlable, return working responses, and are not unintentionally marked noindex. | That the page will be indexed or shown. |
| Search eligibility | The page is indexed and eligible to appear with a snippet. | Placement in a generated answer or traditional result. |
| Editorial value | The page contributes original evidence, experience, analysis, or a useful worked example. | That a system will prefer it over every alternative. |
| Representation | Titles, visible content, business data, and structured data agree. | Eligibility for a rich result unless every feature requirement is also met. |
| Measurement | Search Console and Bing Webmaster Tools are configured, with available generative impressions or citation data reviewed. | A hidden “AI rank” or the cause of every impression or citation. |
Build the ordinary technical foundation
- Important pages can be reached through ordinary links.
- Robots rules and page directives reflect publishing intent.
- Each canonical URL returns a working response.
- Main content is available to search rendering.
- Duplicate URL patterns are intentionally managed.
- Pages remain usable on mobile and without excessive delay.
Google says a page must already be indexed and eligible to appear with a snippet to qualify for its generative Search features. Its technical minimums still include an unblocked Googlebot, an HTTP 200 response, and indexable content. Passing those checks creates eligibility; it does not guarantee indexing or serving.
Google's Search generative AI control is available worldwide as of August 31, 2026. In Search Console, review Settings → Search generative AI and any inherited parent setting. Inclusion is the default; exclusion prevents participation in AI Overviews, AI Mode, and generative features in Discover. This setting is separate from blocking the whole page with noindex or controlling AI training.
Start with one important page
- Choose a page that helps visitors complete a real task, such as understanding a service or following a tutorial.
- Open the public URL and follow its main links. Confirm that it shows the intended page, not a login screen, error, or old version.
- Use URL Inspection to compare the indexed result with a live test. Check Google's selected canonical URL in the indexed result; the live test cannot predict that selection.
- List the page's useful evidence: a tested example, original photographs, explicit service boundaries, or answers that help a decision.
- Record unresolved checks and assign the next action. Recheck those items after the correction instead of treating a score as completion.
Plainview's Search Readiness Checklist is a manual review aid. Enter a page label, answer Yes, No, or N/A from evidence, and leave unknown items unanswered. Copy the summary before closing the page. It does not fetch your URL, inspect Search Console, or automatically verify the answers.
Contribute something identifiable
A readiness review should be able to point to the page's contribution. That might be a tested procedure, measurements, original photographs, a documented policy, first-hand comparison criteria, expert interpretation, or a useful tool. Rephrasing the same generic summary in more words does not add the same value.
A generic page says, “A 301 redirect permanently sends one URL to another.” A useful migration guide shows an old-to-new mapping, explains when a change is not worth making, identifies canonical and sitemap updates, and supplies a monitoring checklist. The basic fact remains, but the page helps someone complete a decision.
Use clear structure and relevant markup
Use headings, lists, tables, and semantic elements when they help people and assistive technology navigate the page. Use supported structured data when the visible page qualifies for a relevant search feature, and keep that markup current and accurate.
Google's generative AI optimization guide says there is no special schema, AI writing style, or required content chunk size. It also says Google Search ignoresllms.txt for visibility. Create extra files only for an identified service that uses them, with a reason to maintain them.
Measure what each platform actually exposes
Google's separate Search generative performance report rolled out worldwide on August 31, 2026. It reports AI Overviews and AI Mode impressions by page, country, date, and device. A missing report can mean the site has not received enough impressions. Its data overlaps the ordinary Web performance report, so do not add the two totals together.
The separate Discover generative report covers Discover impressions. Keep the report name, date range, and filters with every export. Neither Google report supplies a universal AI ranking or a count of every time an assistant uses a fact.
Bing's AI Performance preview reports citations, cited pages, and sampled grounding queries across supported Microsoft experiences. Its June 2026 expansion adds Intents, Topics, Citation Share, and Compare. Citation Share describes the share of citations for a grounding query; it is not traffic share or a quality score.
Combine exposure data with qualified visits, signups, leads, sales, or completed tasks. A single impression or citation does not establish business value or causation.
A service page opens correctly and has a clear offer, but its inquiry button leads to an error. Repair and test that path first. A new answer-style heading will not fix the broken inquiry journey.
Record the correction date and compare a consistent reporting period later. More impressions after an edit can be worth investigating, but the timing alone does not prove the edit caused them.
Readiness review questions
- Can a crawler and a person reach the primary page without a hidden workflow?
- Is the page indexed, snippet-eligible, and represented by a stable canonical URL?
- What specific evidence, experience, or utility does it add?
- Do visible facts, metadata, feeds, and structured data agree?
- Are source dates and time-sensitive claims maintained?
- Can the team connect available exposure data to meaningful downstream outcomes?
Google states that meeting requirements and best practices does not guarantee crawling, indexing, or serving. Plainview reports observable conditions to inspect, not an “AI visibility score,” ranking forecast, or citation promise.
Primary sources
Review Google's guides to optimizing for generative AI features, AI features and website eligibility, and the Search generative AI control. For measurement, compare Google's Generative AI performance report for Search and its separate Generative AI performance report for Discover with Bing's AI Performance public preview. Availability and product behavior can change, so this guide records its review date above.