---
canonical: "https://www.softatlas.io/categories/artificial-intelligence/ai-infrastructure/model-serving-infrastructure"
name: "Model Serving Infrastructure"
path: "Artificial Intelligence / AI Infrastructure / Model Serving Infrastructure"
tool_count: 12
total_tool_count: 12
updated: "2026-07-28"
---

# Model Serving Infrastructure

Deploy and manage machine learning models for real-time applications.

## Tools in this category

No tool in this category has 5 or more published reviews yet, so this list is ranked by adoption, the number of teams using each tool, not by rating. A rating is shown where one exists, but only as context, never as the ranking key, a single review is not enough to trust for a "best tool" verdict.

1. [Docker](/docker.md) , not yet rated on Atlas, 3 teams
2. [Scaleway](/scaleway.md) , not yet rated on Atlas, 1 teams
3. [Akamai](/akamai.md) , not yet rated on Atlas, 0 teams
4. [AssemblyAI](/assemblyai.md) , not yet rated on Atlas, 0 teams
5. [Cohere](/cohere.md) , not yet rated on Atlas, 0 teams
6. [CoreWeave](/coreweave.md) , not yet rated on Atlas, 0 teams
7. [DataRobot](/datarobot.md) , not yet rated on Atlas, 0 teams
8. [Galaxy](/galaxy.md) , not yet rated on Atlas, 0 teams
9. [Hugging Face](/hugging-face-inc.md) , not yet rated on Atlas, 0 teams
10. [Merge](/merge.md) , not yet rated on Atlas, 0 teams
11. [NVIDIA](/nvidia-corporation.md) , not yet rated on Atlas, 0 teams
12. [Polynom](/polynom.md) , not yet rated on Atlas, 0 teams

Source: https://www.softatlas.io/categories/artificial-intelligence/ai-infrastructure/model-serving-infrastructure