qdrant.techin ChatGPT and AI OverviewsUK market · Q3 2026 snapshot6 keywords · 4.8k/mo

AI Visibility Report forqdrant.techin ChatGPT and AI Overviews

Qdrant
Domain report
The searches qdrant.tech competes for i6keywords4.8ksearches/mo
ChatGPT
Names a brand i4.8k/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 i4.8k/mo
Names a brand i2.9k/mo
qdrant's market is very small: it ranks in Google's top results on only 6 keywords, too few to carry a market context, so every percentage divides by those few searches.
1

Overall performance

ChatGPT
39%of answers mention you i
Cited as a source i0%
Sentiment iComing soon
AI Overviews
72%of answers mention you i
Cited as a source i41%
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
vector databaseview ↗1.9k✓-✓#15
retrieval augmented generationview ↗1.9k×-○-
triplet lossview ↗90×-×#8
vector dataview ↗140×-✓-
vector grapherview ↗90×-○-
rag systemview ↗720×-×-
vector database view ↗1.9k / mo
ChatGPT
✓
Cited -
AI Overviews
✓
Cited #15
retrieval augmented generation view ↗1.9k / mo
ChatGPT
×
Cited -
AI Overviews
○
Cited -
triplet loss view ↗90 / mo
ChatGPT
×
Cited -
AI Overviews
×
Cited #8
vector data view ↗140 / mo
ChatGPT
×
Cited -
AI Overviews
✓
Cited -
vector grapher view ↗90 / mo
ChatGPT
×
Cited -
AI Overviews
○
Cited -
rag system view ↗720 / 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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