Galileo vs Portkey
Side-by-side from the Top 11 rankings of Galileo vs LangSmith vs Arize AI: 11 Best LLM Evaluation Platforms 2026 and Vellum vs Humanloop vs PromptLayer: 11 Best Prompt Engineering & Prompt Management Tools 2026. Last verified May 31, 2026.
The short answer
Galileo ranks higher on Top 11 (#1 vs #6) for ML engineers and AI product teams measuring model quality / AI engineers managing and versioning production prompts. The best platform for production RAG, offering powerful, real-time hallucination detection and deep system insights.
At a glance
| Galileo | Portkey | |
|---|---|---|
| Top 11 rank | #1 / Galileo vs LangSmith vs Arize AI: 11 Best LLM Evaluation Platforms 2026 | #6 / Vellum vs Humanloop vs PromptLayer: 11 Best Prompt Engineering & Prompt Management Tools 2026 |
| Score (out of 9.4) | 9.3 | 8.2 |
| Best for | Production RAG evaluation | AI gateway and prompt management |
| Pricing | $$$ ($1,000 to $10,000+/mo) | $$ ($100 to $1,000+/mo) |
| HQ | San Francisco, USA | Bengaluru, India |
| Founded | 2021 | 2023 |
Galileo
The best platform for production RAG, offering powerful, real-time hallucination detection and deep system insights.
www.rungalileo.io/See full entry in Galileo vs LangSmith vs Arize AI: 11 Best LLM Evaluation Platforms 2026
Methodology and scoring weights live at /methodology. No vendor pays for placement — see about.