Prompt
How do I monitor our share of AI answers against competitors?
Latest observation
Sep 24, 2026
OpenAI APIWeb search: off
To monitor your share of AI answers against competitors, track how often your brand is cited, recommended, or ranked in AI-generated responses for the topics that matter to you. A practical approach is:
1) Define the “share” you care about
Pick one or more of these:
- Citation share: how often your brand/source is mentioned
- Recommendation share: how often your brand is suggested as a top option
- Visibility share: how often your brand appears anywhere in the answer
- Answer share by topic: share across key product categories, use cases, or queries
2) Build a query set
Create a list of 50–500 prompts based on:
- High-intent buyer questions
- Category/comparison queries
- Problem/solution queries
- “Best X for Y” prompts
- Competitor comparison prompts
Example:
- “Best CRM for small sales teams”
- “HubSpot vs Salesforce for startups”
- “How to reduce cloud spend”
3) Test major AI surfaces
Check the prompts across:
- ChatGPT
- Google AI Overviews / Search generative results
- Perplexity
- Claude
- Gemini
- Bing/Copilot
- Any vertical AI tools relevant to your category
4) Score each response
For each prompt, record:
- Which brands are mentioned
- Position/order of mention
- Whether your brand is recommended
- Whether competitors are recommended instead
- Sentiment/qualifiers
- Whether the answer includes citations and which sources are used
A simple scoring model:
- 1 point = brand mentioned
- 2 points = brand recommended
- 3 points = brand recommended first Then compute your share as:
- Your score / total competitor score for that query set
5) Measure over time
Track weekly or monthly:
- Share by topic
- Share by platform
- Share vs each competitor
- Changes after content, PR, SEO, or product updates
6) Use the right data sources
Combine:
- Manual prompt testing for a small sample
- Automated rank/answer monitoring tools
- Search and citation analytics
- Website crawl/indexation signals
- Brand mention monitoring from AI answer engines
7) Turn it into a dashboard
Useful views:
- Overall AI answer share
- Share by competitor
- Share by topic
- Share by platform
- Citation source map
- Top prompts where you lose share
- Prompts where you’re consistently first
8) Improve your share
If you’re underrepresented, optimize for:
- Clear comparison pages
- Strong category pages
- FAQ content that answers specific buyer questions
- Third-party mentions and reviews
- Structured data
- Authoritative, factual content
- PR and thought leadership in cited publications
Simple formula
If on 100 tracked prompts:
- Your brand appears in 40 answers
- Competitor A appears in 55
- Competitor B appears in 30
Your visibility share could be:
- 40 / (40 + 55 + 30) = 31.7%
If you want, I can give you:
- a spreadsheet template for tracking AI answer share, or
- a methodology for measuring it automatically.