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Topics · Model Hosting

Top companies for Model Hosting

Ranked by AI mention frequency in Model Hosting prompts · 383 observations · last seen Oct 20, 2026

Share of voice · top 10

Mention share across all brand mentions in this topic · remaining brands hold 81.9%

Leader

Vllm

2.5%

  1. 1Vllm2.5% · 84
  2. 2Kubernetes2.0% · 67
  3. 3Replicate1.9% · 64
  4. 4AWS1.9% · 62
  5. 5Modal1.8% · 60
  6. 6Azure1.7% · 57
  7. 7Hugging Face Inference Endpoints1.7% · 57
  8. 8Together AI1.6% · 52
  9. 9Fastapi1.5% · 50
  10. 10Gcp1.5% · 50

Full ranking

  1. 1.Vllm2.5% SoV · 84 mentions · 80 prompts · Oct 11, 2026
  2. 2.Kubernetes2.0% SoV · 67 mentions · 62 prompts · Oct 18, 2026
  3. 3.Replicate1.9% SoV · 64 mentions · 58 prompts · Oct 18, 2026
  4. 4.AWS1.9% SoV · 62 mentions · 61 prompts · Oct 20, 2026
  5. 5.Modal1.8% SoV · 60 mentions · 55 prompts · Oct 18, 2026
  6. 6.Azure1.7% SoV · 57 mentions · 56 prompts · Oct 20, 2026
  7. 7.Hugging Face Inference Endpoints1.7% SoV · 57 mentions · 52 prompts · Oct 15, 2026
  8. 8.Together AI1.6% SoV · 52 mentions · 46 prompts · Oct 13, 2026
  9. 9.Fastapi1.5% SoV · 50 mentions · 48 prompts · Oct 10, 2026
  10. 10.Gcp1.5% SoV · 50 mentions · 48 prompts · Oct 20, 2026
  11. 11.Kserve1.5% SoV · 50 mentions · 48 prompts · Oct 12, 2026
  12. 12.Fireworks AI1.5% SoV · 49 mentions · 44 prompts · Oct 13, 2026
  13. 13.Aws Sagemaker1.4% SoV · 47 mentions · 46 prompts · Oct 13, 2026
  14. 14.OpenAI1.4% SoV · 46 mentions · 40 prompts · Oct 18, 2026
  15. 15.Azure Ml1.3% SoV · 44 mentions · 43 prompts · Oct 11, 2026
  16. 16.Baseten1.3% SoV · 44 mentions · 42 prompts · Oct 15, 2026
  17. 17.Bentoml1.3% SoV · 44 mentions · 43 prompts · Oct 11, 2026
  18. 18.Google Vertex1.3% SoV · 44 mentions · 42 prompts · Oct 17, 2026
  19. 19.Vertex1.2% SoV · 41 mentions · 40 prompts · Oct 20, 2026
  20. 20.Tgi1.2% SoV · 39 mentions · 37 prompts · Oct 11, 2026
  21. 21.Hugging Face1.1% SoV · 36 mentions · 35 prompts · Oct 18, 2026
  22. 22.Sagemaker1.0% SoV · 35 mentions · 34 prompts · Oct 20, 2026
  23. 23.Anthropic1.0% SoV · 34 mentions · 28 prompts · Oct 18, 2026
  24. 24.Tensorrt Llm0.96% SoV · 32 mentions · 30 prompts · Oct 10, 2026
  25. 25.Runpod0.90% SoV · 30 mentions · 28 prompts · Oct 18, 2026
  26. 26.Ray Serve0.87% SoV · 29 mentions · 29 prompts · Oct 10, 2026
  27. 27.Prometheus0.78% SoV · 26 mentions · 26 prompts · Oct 10, 2026
  28. 28.Azure Openai0.75% SoV · 25 mentions · 25 prompts · Oct 10, 2026
  29. 29.Grafana0.72% SoV · 24 mentions · 24 prompts · Oct 10, 2026
  30. 30.Torchserve0.72% SoV · 24 mentions · 24 prompts · Oct 10, 2026
  31. 31.Ollama0.69% SoV · 23 mentions · 20 prompts · Oct 10, 2026
  32. 32.Pytorch0.69% SoV · 23 mentions · 23 prompts · Oct 10, 2026
  33. 33.Llama Cpp0.66% SoV · 22 mentions · 22 prompts · Oct 10, 2026
  34. 34.Cloud Run0.63% SoV · 21 mentions · 21 prompts · Oct 11, 2026
  35. 35.Docker0.63% SoV · 21 mentions · 20 prompts · Oct 10, 2026
  36. 36.Azure Machine Learning0.60% SoV · 20 mentions · 18 prompts · Oct 13, 2026
  37. 37.Eks0.57% SoV · 19 mentions · 19 prompts · Oct 20, 2026
  38. 38.Fly0.57% SoV · 19 mentions · 18 prompts · Oct 11, 2026
  39. 39.Nvidia Triton Inference Server0.57% SoV · 19 mentions · 19 prompts · Oct 13, 2026
  40. 40.S30.57% SoV · 19 mentions · 19 prompts · Oct 20, 2026
  41. 41.Triton0.57% SoV · 19 mentions · 19 prompts · Oct 11, 2026
  42. 42.Aws Bedrock0.54% SoV · 18 mentions · 18 prompts · Oct 10, 2026
  43. 43.Lambda0.54% SoV · 18 mentions · 17 prompts · Oct 10, 2026
  44. 44.Databricks Model Serving0.51% SoV · 17 mentions · 15 prompts · Oct 13, 2026
  45. 45.Mistral AI0.51% SoV · 17 mentions · 14 prompts · Oct 11, 2026
  46. 46.Nginx0.51% SoV · 17 mentions · 17 prompts · Oct 10, 2026
  47. 47.Gcs0.48% SoV · 16 mentions · 16 prompts · Oct 10, 2026
  48. 48.Render0.48% SoV · 16 mentions · 15 prompts · Oct 11, 2026
  49. 49.Seldon0.48% SoV · 16 mentions · 15 prompts · Oct 12, 2026
  50. 50.Ecs0.45% SoV · 15 mentions · 15 prompts · Oct 20, 2026

How did Obsurfable measure this?

Obsurfable records AI answers to buyer-style prompts in its research corpus (383 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.