Goal
Rank in traditional search results
Get cited and recommended in AI answers
Surface
Google, Bing, DuckDuckGo
ChatGPT, Perplexity, Gemini, Claude, Copilot, Grok, Google AI Mode, AI Overviews
Success metric
Rank position, organic clicks, impressions
Citation rate, share of voice, sentiment
Primary signals
Backlinks, keyword targeting, page experience, internal links
AI citation rate, structured data, content clarity, E-E-A-T
Content style
Keyword-targeted long-form, meta tags, alt text
Answer-first paragraphs, FAQ blocks, structured Q&A, llms.txt
Update cadence
Algorithm updates run on weeks-to-months cycles
Model retraining + retrieval refresh runs on days-to-weeks cycles
Click behavior
Click-through to the page is expected
Zero-click answers are common — citation is the win
Audience intent
Users typing keyword queries
Users asking AI conversational, intent-rich questions
Typical tooling
Ahrefs, Semrush, Google Search Console, SERP trackers
AEOix, Profound, Otterly, Peec.ai, Goodie
Key tactic
Build backlinks, optimize meta + on-page, fix Core Web Vitals
Structure content for citation, ship FAQ + schema, surface llms.txt
Primary risk
Algorithm updates (Helpful Content, AI Overviews cannibalization)
Model retraining gaps, citation gating, AI engine policy shifts