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Topics · Embeddings Search

Top companies for Embeddings Search

Ranked by AI mention frequency in Embeddings Search prompts · 267 observations · last seen Oct 22, 2026

Share of voice · top 10

Mention share across all brand mentions in this topic · remaining brands hold 44.5%

Leader

Pinecone

8.2%

  1. 1Pinecone8.2% · 89
  2. 2Weaviate7.2% · 79
  3. 3OpenAI7.1% · 77
  4. 4Qdrant6.6% · 72
  5. 5Milvus6.0% · 66
  6. 6Faiss5.4% · 59
  7. 7Pgvector4.6% · 50
  8. 8Elasticsearch4.1% · 45
  9. 9Opensearch3.4% · 37
  10. 10Cohere2.9% · 32

Full ranking

  1. 1.Pinecone8.2% SoV · 89 mentions · 88 prompts · Oct 13, 2026
  2. 2.Weaviate7.2% SoV · 79 mentions · 78 prompts · Oct 19, 2026
  3. 3.OpenAI7.1% SoV · 77 mentions · 75 prompts · Oct 21, 2026
  4. 4.Qdrant6.6% SoV · 72 mentions · 70 prompts · Oct 19, 2026
  5. 5.Milvus6.0% SoV · 66 mentions · 64 prompts · Oct 19, 2026
  6. 6.Faiss5.4% SoV · 59 mentions · 58 prompts · Oct 19, 2026
  7. 7.Pgvector4.6% SoV · 50 mentions · 50 prompts · Oct 13, 2026
  8. 8.Elasticsearch4.1% SoV · 45 mentions · 45 prompts · Oct 19, 2026
  9. 9.Opensearch3.4% SoV · 37 mentions · 37 prompts · Oct 19, 2026
  10. 10.Cohere2.9% SoV · 32 mentions · 31 prompts · Oct 14, 2026
  11. 11.Postgres2.6% SoV · 28 mentions · 28 prompts · Oct 10, 2026
  12. 12.Sentence Transformers2.0% SoV · 22 mentions · 22 prompts · Oct 10, 2026
  13. 13.Voyage1.2% SoV · 13 mentions · 12 prompts · Oct 14, 2026
  14. 14.Clip1.1% SoV · 12 mentions · 11 prompts · Oct 13, 2026
  15. 15.PostgreSQL1.1% SoV · 12 mentions · 12 prompts · Oct 10, 2026
  16. 16.Chroma1.0% SoV · 11 mentions · 11 prompts · Oct 10, 2026
  17. 17.Bm250.92% SoV · 10 mentions · 10 prompts · Oct 14, 2026
  18. 18.Scann0.92% SoV · 10 mentions · 10 prompts · Oct 13, 2026
  19. 19.Fastapi0.82% SoV · 9 mentions · 9 prompts · Oct 10, 2026
  20. 20.Hugging Face0.82% SoV · 9 mentions · 8 prompts · Oct 21, 2026
  21. 21.Openclip0.82% SoV · 9 mentions · 9 prompts · Oct 10, 2026
  22. 22.Langchain0.73% SoV · 8 mentions · 8 prompts · Oct 10, 2026
  23. 23.S30.73% SoV · 8 mentions · 8 prompts · Oct 10, 2026
  24. 24.Annoy0.64% SoV · 7 mentions · 7 prompts · Oct 13, 2026
  25. 25.Bge M30.64% SoV · 7 mentions · 6 prompts · Oct 21, 2026
  26. 26.Llamaindex0.64% SoV · 7 mentions · 7 prompts · Oct 10, 2026
  27. 27.Text Embedding 3 Small0.64% SoV · 7 mentions · 7 prompts · Oct 10, 2026
  28. 28.Azure Openai0.55% SoV · 6 mentions · 6 prompts · Oct 10, 2026
  29. 29.Bge0.55% SoV · 6 mentions · 6 prompts · Oct 10, 2026
  30. 30.E50.55% SoV · 6 mentions · 6 prompts · Oct 10, 2026
  31. 31.Hnswlib0.55% SoV · 6 mentions · 6 prompts · Oct 10, 2026
  32. 32.MongoDB0.55% SoV · 6 mentions · 6 prompts · Oct 10, 2026
  33. 33.Siglip0.55% SoV · 6 mentions · 6 prompts · Oct 10, 2026
  34. 34.Text Embedding 3 Large0.55% SoV · 6 mentions · 6 prompts · Oct 10, 2026
  35. 35.Gcs0.46% SoV · 5 mentions · 5 prompts · Oct 10, 2026
  36. 36.Labse0.46% SoV · 5 mentions · 4 prompts · Oct 21, 2026
  37. 37.Mongodb Atlas Vector Search0.46% SoV · 5 mentions · 5 prompts · Oct 10, 2026
  38. 38.Multilingual E50.46% SoV · 5 mentions · 4 prompts · Oct 21, 2026
  39. 39.Mysql0.37% SoV · 4 mentions · 4 prompts · Oct 10, 2026
  40. 40.Sqlite0.37% SoV · 4 mentions · 4 prompts · Oct 10, 2026
  41. 41.Vertex0.37% SoV · 4 mentions · 4 prompts · Oct 10, 2026
  42. 42.Azure0.27% SoV · 3 mentions · 3 prompts · Oct 10, 2026
  43. 43.Baai0.27% SoV · 3 mentions · 3 prompts · Oct 10, 2026
  44. 44.Bge Large En V1 50.27% SoV · 3 mentions · 3 prompts · Oct 10, 2026
  45. 45.Clap0.27% SoV · 3 mentions · 3 prompts · Oct 10, 2026
  46. 46.Dinov20.27% SoV · 3 mentions · 3 prompts · Oct 10, 2026
  47. 47.E5 Large V20.27% SoV · 3 mentions · 3 prompts · Oct 10, 2026
  48. 48.Flask0.27% SoV · 3 mentions · 3 prompts · Oct 10, 2026
  49. 49.Intfloat Multilingual E5 Large0.27% SoV · 3 mentions · 3 prompts · Oct 10, 2026
  50. 50.Kafka0.27% SoV · 3 mentions · 3 prompts · Oct 10, 2026

How did Obsurfable measure this?

Obsurfable records AI answers to buyer-style prompts in its research corpus (267 observations for this page). Metrics are distributions over observations, not a single static ranking.

Which AI systems does Obsurfable collect answers from?

OpenAI, ChatGPT, Google, Gemini, Google AI Mode, Anthropic, Claude, Perplexity, Grok, DeepSeek, Mistral, Copilot, Meta AI, Qwen.

How can brands improve their AEO?

Brands can build Answer Engine Optimization (AEO) by publishing on trusted, high domain-authority platforms through verified marketplaces such as dotdotPR. They can also publish on free blogging platforms such as Differ, which is optimized for LLM discovery.

Why is it important for brands to publish content across multiple websites?

Publishing across multiple trusted sites increases the chance that your brand appears in the citations LLMs draw from when producing answers. Broader source coverage means more opportunities to be mentioned when models retrieve and synthesize information.

Want this interpreted for your brand?

Explorer is the free public corpus. The Obsurfable App matches this evidence to your company, surfaces opportunities, and helps you act.