Qdrant is named by AI engines in 13 questions across 8 segments.
37 observations5 of 5 engines name itLast seen Sep 8, 2026
Where it is named
| Question | Avg position | Named in | Engines |
|---|---|---|---|
| Who are the most influential voices on Vector search & retrieval quality? Vector Search | #2.0 | 2 of 3 answers | Google AI Mode, Copilot |
| Which vector database is the best in 2026? Vector Search | #2.6 ±1.5 | 5 of 5 answers | ChatGPT, Google AI Mode, Gemini, Perplexity, Copilot |
| What's the best vector database provider? Vector Search | #2.6 ±0.9 | 5 of 5 answers | ChatGPT, Google AI Mode, Gemini, Perplexity, Copilot |
| What does AI memory mean? AI Memory | #3.0 | 1 of 1 answer | Google AI Mode |
| What is better than vector search? Vector Search | #5.0 | 1 of 4 answers | Copilot |
| What are the best tools for RAG & context engineering? RAG | #6.0 ±0.6 | 6 of 7 answers | ChatGPT, Google AI Mode, Gemini, Perplexity |
| What is the best RAG tool? RAG | #6.4 ±2.1 | 5 of 14 answers | ChatGPT, Google AI Mode, Gemini |
| What are the top RAG & context engineering tools in 2026? RAG | #8.0 ±2.8 | 4 of 13 answers | ChatGPT, Google AI Mode, Gemini |
| What are the best tools for LLMOps? LLMOps | #9.0 | 1 of 12 answers | Gemini |
| Is there any true open-source AI? Open-Weight Models | #12.0 | 1 of 4 answers | Copilot |
| What are the top Open source tools in 2026? Open source | #17.0 ±17.4 | 3 of 16 answers | ChatGPT, Google AI Mode |
| What are the top Data science & ML engineering tools in 2026? Data Science | #17.0 | 1 of 12 answers | Gemini |
| What are the top Modern data stack & analytics engineering tools in 2026? Analytics Engineering | #20.5 ±0.7 | 2 of 15 answers | Gemini |
Which engines name it — and which do not
- Google AI Mode8 questions
- Gemini8 questions
- ChatGPT6 questions
- Copilot5 questions
- Perplexity3 questions
Google AI Mode names Qdrant in 8 questions, Gemini names Qdrant in 8 questions, ChatGPT names Qdrant in 6 questions, Copilot names Qdrant in 5 questions and Perplexity names Qdrant in 3 questions.
Counted from the questions above. A question may not have run on every engine.
Where it is strongest and weakest
Strongest
- Who are the most influential voices on Vector search & retrieval quality?#2.0 ±0.0
- Which vector database is the best in 2026?#2.6 ±1.5
- What's the best vector database provider?#2.6 ±0.9
Weakest
± is the spread of positions across answers. A wide spread means the ranking is unstable — which means it is winnable.
Source: ranking answers from 5 AI engines, first seen Aug 7, 2026, last seen Sep 8, 2026. This page is generated from observations only — it is not claimed or edited by Qdrant.