Prompt
How do I track AI visibility by geography and audience segment?
Latest observation
To track AI visibility by geography and audience segment, you want a setup that measures where your brand appears in AI answers, who it appears for, and how that varies by location and audience type.
1) Define what “visibility” means
For AI search/chat tools, track metrics like:
- Mention rate: how often your brand is mentioned in AI responses
- Citation rate: how often AI cites your site or content
- Share of voice: your mentions vs. competitors
- Answer inclusion: whether you appear in the final answer, not just in sources
- Sentiment / framing: whether the mention is positive, neutral, or negative
2) Segment by geography
Break reporting into location layers:
- Country
- Region/state
- City/metro
- Language/local market
Ways to do this:
- Run prompts from geo-specific accounts or proxies
- Use AI visibility tools that support location-based query testing
- Compare prompts like:
- “Best payroll software for small businesses in Canada”
- “Best payroll software for small businesses in Texas”
- Track local terms, local competitors, and region-specific results
3) Segment by audience
Create audience profiles that map to your buyer segments, such as:
- Industry: healthcare, SaaS, manufacturing
- Company size: SMB, mid-market, enterprise
- Role/persona: CFO, marketer, IT manager, founder
- Intent stage: awareness, comparison, decision
- Use case: compliance, cost savings, automation, etc.
Then test prompts tailored to each segment:
- “Best CRM for enterprise sales teams”
- “Best CRM for solo consultants”
- “Best CRM for healthcare organizations”
4) Build a prompt matrix
Create a matrix of:
- Geo: US, UK, Canada, California, New York, etc.
- Audience: SMB, enterprise, role-based personas
- Use case: top keywords and common questions
Example matrix:
| Geography | Audience | Prompt |
|---|---|---|
| US | SMB owners | Best accounting software for small businesses |
| UK | Finance managers | Best accounting software for VAT compliance |
| Canada | Enterprise ops | Best accounting software for multi-entity teams |
Run these consistently across:
- ChatGPT
- Perplexity
- Gemini
- Copilot
- Other AI answer engines relevant to your market
5) Track competitors in the same segments
Don’t just measure your visibility — compare it to competitors by:
- Geography
- Audience
- Intent
- Tool/model
This shows where you win or lose:
- Strong in enterprise US, weak in SMB UK
- Frequently cited in Canada, but not in APAC
- Mentioned for awareness, but not for comparisons
6) Use the right data sources
Combine:
- AI visibility tools for prompt testing and citations
- Web analytics to see referral traffic from AI sources
- Search console for supporting organic query trends
- CRM / lead data to understand which segments convert
- Content performance to see which pages AI tools pull from
7) Create dashboards
Build dashboards that answer:
- Which geographies mention us most?
- Which audience segments see us most?
- Which prompts drive citations?
- Which competitors dominate in each segment?
- Are we increasing visibility over time?
Useful views:
- Heatmap by geo x audience
- Trend line by segment over time
- Top cited pages by location
- Competitor comparison by persona
8) Normalize for prompt bias
AI results can vary by:
- model
- account history
- locale
- wording
- time
To reduce noise:
- Use standardized prompts
- Repeat tests multiple times
- Compare averages, not one-off outputs
- Keep a fixed schedule for testing
9) Tie visibility to business outcomes
The most useful measure is not just visibility, but:
- traffic from AI referrals
- demo requests
- signups
- pipeline by segment/geography
That helps answer:
- Are AI mentions in Germany generating leads?
- Does enterprise visibility correlate with higher-quality pipeline?
- Which markets have visibility but low conversion?
10) Start simple
A practical first version:
- Pick 3 geographies
- Pick 3 audience segments
- Pick 10 prompts per segment
- Test monthly across 2–3 AI platforms
- Record:
- mention
- citation
- rank/order
- competitor presence
- Review by geo and segment
If you want, I can also give you:
- a tracking spreadsheet template
- a dashboard schema
- or a step-by-step process using specific tools like ChatGPT/Perplexity monitoring.