Need a way to track AI visibility by country

A good way to track AI visibility by country is to define it as:

“How often your brand appears in AI answers/results for a given set of prompts in each country or locale.”

Practical setup

1) Choose the AI surfaces you want to track

Examples:

• ChatGPT
• Google AI Overviews / AI Mode
• Perplexity
• Gemini
• Claude
• Copilot

Each one behaves differently, so track them separately if possible.

2) Build a prompt set by intent

Create 20–100 core prompts around:

• brand discovery
• category research
• comparison
• local purchase intent
• support/help queries

Example:

• “Best payroll software for small businesses in Canada”
• “Top CRM tools for SaaS companies in Germany”
• “Recommended running shoes in Japan”

3) Localize prompts by country

For each target country:

• use local language
• use local spelling/currency
• include country-specific terms
• run prompts from that country’s locale when possible

This matters because AI responses often change by geography, language, and indexing signals.

4) Measure visibility metrics

Useful metrics:

• Mention rate: % of prompts where your brand is mentioned
• Rank position: where your brand appears in the answer
• Share of voice: your mentions vs competitors
• Source citation rate: how often your site is cited
• Sentiment/context: recommended, neutral, or negative
• Country split: all metrics broken down by market

5) Test from each country

Ways to do this:

• use localized VPNs/proxies
• use geo-targeted browser sessions
• run country-specific accounts/settings
• use APIs where geo is supported

Be careful: AI answers can vary by:

• IP location
• browser language
• account location
• query language
• search engine locale

6) Automate collection

Common approaches:

• Manual audits for a small number of prompts
• Scripts + browser automation for scale
• Third-party AI visibility tools if they support geo tracking

If you want, I can help design a spreadsheet, dashboard, or automated workflow.

Simple dashboard structure

Columns:

• Country
• Prompt
• AI platform
• Brand mentioned? (Y/N)
• Brand position
• Competitors mentioned
• Citation URL
• Date
• Language
• Notes

Best tool options

Depending on budget:

• Enterprise SEO platforms with AI visibility modules
• Custom scraper + LLM evaluator
• Spreadsheet + manual sampling
• Prompt tracking tools that support geo/location

Important caveat

“AI visibility by country” is not standardized yet, so the main challenge is consistent methodology. The best approach is to:

1. fix your prompt set,
2. run it regularly,
3. use the same locale settings,
4. compare countries over time.

If you want, I can give you:

1. a tracking template,
2. a country-by-country KPI framework, or
3. a cheap automation setup.