GalileoDon't just monitor AI failures. Stop them.
vs
Ray ServeScalable model serving library for building online inference APIs
Comparison · MLOps Platforms · weekly run Nov 2
Galileo vs Ray Serve
Which one do AI engines recommend, and how do they differ on price, fit and features?
The short answer
Galileo is the stronger AI pick in MLOps Platforms: it has a visibility score of 0.4 versus 0 for Ray Serve.
Choose Galileo if…
- You want the brand AI engines rank higher (0.4 vs 0)
Choose Ray Serve if…
- You need ISO/IEC 27001 coverage
AI visibility side by side
Latest weekly run · Nov 2
| Metric | Galileo | Ray Serve |
|---|---|---|
| Visibility score | 0.4% | 0% |
| Change vs last week | New | New |
| Rank in MLOps Platforms | #48 | #61 |
| Share of voice | 0.2% | 0% |
| Mentions this run | 1 | 0 |
| Positive in AI answers | 0% | — |
The stronger value in each row is marked with a ✓.
Visibility score trend
Weekly runs over the last 60 days
Galileo 0pp · Ray Serve 0pp over 0 weekly runs.
Engine by engine
Galileo leads on 1 of 3 engines
ChatGPT
AI Mode
Perplexity
GalileoRay Serve
Head to head in AI answers
0 engine answers name both brands
0Galileo ranked higher
0Ray Serve ranked higher
Features, pricing & fit
| Dimension | Galileo | Ray Serve |
|---|---|---|
| Deployment | SaaS, Virtual Private Cloud, On-Premises | Self-managed on a laptop, in a Docker container, on a managed Ray cluster, or on Kubernetes via KubeRay |
| Compliance | SOC 2 Type II | SOC 2 Type II, ISO/IEC 27001 |
| Support | — | Ray Community Slack, Hands-on training and expert support from the Anyscale team that created Ray |
| Headquarters | — | San Francisco, California |
| Funding | Series B · $68M raised | Series C |
| Best for | AI teams running GenAI applications and agents at enterprise scale | Python teams serving machine learning models, including LLMs, as online inference APIs that need independent scaling |
Data collected ·ChatGPT, Perplexity, Google AI Mode·coverage 100%·next run
Cite as: SlateIndex, “Galileo vs Ray Serve”, https://slateindex.ai/compare/galileo-vs-ray-serve, data of Nov 2, 2026. Licence: CC BY 4.0.