Need a dashboard for ChatGPT and AI Overviews visibility

Absolutely — you likely need a search visibility dashboard that tracks how often your brand/content appears in:

1. Google ChatGPT-related AI results
2. Google AI Overviews
3. Optionally, Bing/Copilot, Perplexity, and other AI answer engines

What the dashboard should show

Core metrics

• Visibility rate: % of tracked queries where your site/brand appears
• Mention rate: % of AI responses that mention your brand
• Citation rate: % of responses that cite your pages
• Rank / position in citations: how high your citation appears
• Share of voice vs competitors
• Query coverage by topic, intent, and product category
• Change over time: week-over-week / month-over-month trends

For Google AI Overviews specifically

Track for each keyword:

• Whether an AI Overview appears
• Whether your domain is cited
• Whether your brand is mentioned
• Which competitors are cited
• The prompt/keyword, locale, device, and date
• SERP context: top organic results, featured snippets, PAA, ads

For ChatGPT / AI answer engines

Since ChatGPT doesn’t have a public search console like Google, the dashboard should track:

• Prompt-based visibility for a set of standardized questions
• Whether your brand/domain is mentioned
• Whether your content is used as a source
• Citation/source links when available
• Model/version used
• Response category and sentiment

Recommended dashboard sections

1. Executive overview

• Total tracked queries
• Visibility score
• AI Overview coverage
• ChatGPT visibility
• Top gaining / losing queries
• Competitor comparison

2. Query-level table

Columns:

• Query
• Intent
• AI Overview present? (Y/N)
• Your brand mentioned? (Y/N)
• Your domain cited? (Y/N)
• Competitor citations
• Visibility score
• Trend
• Last checked

3. Content performance

• Pages getting cited most often
• Pages missing from AI responses
• Content types that perform best:
  • FAQs
  • definitions
  • comparison pages
  • guides
  • product pages

4. Competitor tracking

• Competitors most frequently cited
• Queries where competitors outrank you in AI answers
• Citation overlap

5. Opportunity finder

• Queries with AI Overviews but no your-brand citation
• Queries where you rank organically but are absent from AI answers
• Queries where you are mentioned but not cited

Data sources you’ll need

• Google Search Console for organic query/page data
• SERP/API provider for AI Overview detection and citation extraction
• Prompt testing framework for ChatGPT visibility
• Web analytics for downstream traffic/conversions
• Optional: Bing Webmaster Tools, Google Analytics, rank tracker

Important note

If by “ChatGPT visibility” you mean appearing in ChatGPT answers, this is not the same as classic SEO. It usually depends on:

• whether your content is accessible/public
• whether it’s cited or surfaced via browsing/search tools
• content authority, structure, and freshness

Best way to build it

A practical dashboard stack:

• Data collection: scheduled keyword/prompt runs
• Storage: BigQuery / PostgreSQL / Airtable
• Visualization: Looker Studio / Tableau / Power BI
• Automation: Python + cron / Airflow / Zapier / Make

If you want, I can help you with one of these next:

1. A dashboard wireframe
2. A list of metrics and formulas
3. A sample Looker Studio / Power BI layout
4. A database schema
5. A custom dashboard spec for developers

If you want, I can draft a one-page dashboard blueprint right now.