| Goal | Rank a page high enough to earn the click | Be named, quoted or cited inside the answer |
| Where results appear | Google and Bing results pages | ChatGPT, Google AI Overviews and AI Mode, Microsoft Copilot, Perplexity, Gemini, Claude |
| Unit of competition | The page, for a keyword | The passage and the entity, for a question and its fan-out |
| How the winner is chosen | Ranking algorithms order a list of pages | A model retrieves several sources, extracts passages and writes a summary |
| Content that wins | Comprehensive pages matched to search intent | Answer-first, self-contained passages; definitions, tables, specific facts |
| Off-site signals | Backlinks and their authority | Consistent mentions and corroboration across trusted sources; links still help discovery |
| Technical requirements | Crawlable, indexable, fast, canonical | The same, plus access for AI crawlers and key content in raw HTML |
| Output stability | Rankings are fairly stable day to day | Answers vary between runs, users and days |
| Success metrics | Rankings, impressions, clicks, organic conversions | Mention rate, citation rate, share of voice, answer accuracy, AI referrals |
| Measurement tools | Search Console, Bing Webmaster Tools, rank trackers, analytics | Scheduled prompt tracking per engine, plus the same search and analytics tools |