lightpanda.ioin ChatGPT and AI OverviewsUK market · Q3 2026 snapshot4 keywords · 520/mo

AI Visibility Report forlightpanda.ioin ChatGPT and AI Overviews

Lightpanda
Domain report
The searches lightpanda.io competes for i4keywords520searches/mo
ChatGPT
Names a brand i520/mo
ChatGPT answers every search. The only question is whether a brand gets named, and across the market it usually is.
AI Overviews
AIO appears i520/mo
Names a brand i520/mo
lightpanda's market is very small: it ranks in Google's top results on only 4 keywords, too few to carry a market context, so every percentage divides by those few searches.
1

Overall performance

ChatGPT
40%of answers mention you i
Cited as a source i0%
Sentiment iComing soon
AI Overviews
0%of answers mention you i
Cited as a source i0%
Sentiment iComing soon
2

Competitive map i

Ment. iCited i
3

Performance by category i

Sort by
4

Performance by keyword i

Sentiment
Mention
Citation
Sentiment Coming soon
Sort by
Keyword i▼Volume / moMentionedCitedMentionedCited
headless browserview ↗210✓-×-
headless browser chromeview ↗90×-×-
puppeteer vs playwrightview ↗110×-×-
automated browsingview ↗110×-×-
headless browser view ↗210 / mo
ChatGPT
✓
Cited -
AI Overviews
×
Cited -
headless browser chrome view ↗90 / mo
ChatGPT
×
Cited -
AI Overviews
×
Cited -
puppeteer vs playwright view ↗110 / mo
ChatGPT
×
Cited -
AI Overviews
×
Cited -
automated browsing view ↗110 / mo
ChatGPT
×
Cited -
AI Overviews
×
Cited -
Every keyword above was asked as one real question through ChatGPT and AI Overviews, with our improved AI asking. We read who gets named and cited, then weight it by real Google demand. How it works
5

Top cited pages i

PageKeywordsVolume / mo

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