The landscape
Buyers now discover brands inside the answer.
Search still matters, but a generated answer combines research, comparison and recommendation in one response. Brands also need to measure that response: whether they appear in it, whether it is accurate, which sources it uses, and how they compare to competitors.
- Measure answer share alongside rank
- Track cited sources alongside backlinks
- Monitor accuracy alongside sentiment
A prompt, response, source set, and date form the evidence record.
What the report covers.
01 · The shift
How ranked links and generated answers differ as discovery environments.
02 · The scorecard
Visibility, recommendation, position, citation, sentiment, and accuracy metrics.
03 · The sources
How owned, earned, community, and comparison pages shape AI responses.
04 · The process
Monitor, understand, act and measure, repeated.
Shared terms for the whole team.
Leadership
Define the outcome and evidence expected from an AI-search program.
SEO and content
Connect prompt demand, source coverage, crawlability, and briefs.
Brand and PR
Monitor the narrative, inaccurate claims, and publishers shaping it.
Pair every signal with the decision it supports.
| Signal | Question | Decision |
|---|---|---|
| Visibility | Are we present? | Which prompt group needs attention? |
| Citations | Why did the engine answer this way? | Which source or page should we earn or improve? |
| Sentiment and accuracy | How are we characterized? | Which claim or narrative needs correction? |
| Impact | Did the work change the answer? | Scale, revise, or stop the action. |