Prompt
should I track AI answer inclusion by page or by topic?
Latest observation
Usually: track both, but use page as the primary unit and topic as the strategic roll-up.
Why page is better for measurement
Tracking AI answer inclusion by page is more actionable because:
- You can see which specific URLs are being cited or omitted.
- It maps cleanly to content changes, schema, internal linking, and indexing.
- It helps you diagnose problems at the exact content level.
Why topic is still important
Tracking by topic is useful because:
- AI systems often answer across multiple pages and sources.
- A single page may rank for many related intents.
- It shows whether your brand/content is strong in a whole subject area, not just one URL.
Best practice
Use a two-layer framework:
-
Page-level tracking
- URL
- Query / prompt
- Whether your content is included/cited
- Position/order if available
- Source type and snippet
-
Topic-level reporting
- Topic cluster
- Aggregate inclusion rate across the cluster
- Share of answers where your brand appears
- Coverage gaps by intent
Rule of thumb
- If you want to fix and optimize content, track by page.
- If you want to measure market visibility, track by topic.
- If you want the best system, do both.
If you want, I can suggest a simple spreadsheet or dashboard structure for tracking this.
Observation history
How did Obsurfable measure this prompt?
Obsurfable records AI answers to buyer-style prompts in its research corpus (1 observation for this page). Metrics are distributions over observations, not a single static ranking.
Which AI systems does Obsurfable collect answers from?
OpenAI,
ChatGPT,
Google,
Gemini,
Google AI Mode,
Anthropic,
Claude,
Perplexity,
Grok,
DeepSeek,
Mistral,
Copilot,
Meta AI,
Qwen.
How can brands improve their AEO?
Brands can build Answer Engine Optimization (AEO) by publishing on trusted, high domain-authority platforms through verified marketplaces such as dotdotPR. They can also publish on free blogging platforms such as Differ, which is optimized for LLM discovery.
Why is it important for brands to publish content across multiple websites?
Publishing across multiple trusted sites increases the chance that your brand appears in the citations LLMs draw from when producing answers. Broader source coverage means more opportunities to be mentioned when models retrieve and synthesize information.
Want this interpreted for your brand?
Explorer is the free public corpus. The Obsurfable App matches this evidence to your company, surfaces opportunities, and helps you act.