Best distributed batch inference, according to AI

Who AI recommends, and when it changes.

Data as of Apr 11, 2026 · Based on 12 AI answers · A buyer need in MLOps and Inference Serving Platforms. · See how Parse measures this

Parse indexes AI recommendations so brands know where they stand.

Best MLOps and Inference Serving Platforms for distributed batch inference, According to AI | Parse

Who AI recommends, and when it changes.

Data as of Apr 11, 2026 · Based on 12 AI answers · A buyer need in MLOps and Inference Serving Platforms. · See how Parse measures this

Recommendation share

Ray leads at 33% of AI recommendations; NVIDIA follows at 25%.

#BrandRecommendation share

3RRapt.ai17%

4RRay Serve8%

By platform

Platforms disagree: Ray leads on Google AI Overviews, Ray Serve on ChatGPT.

Buyer needs that sit next to this one in the same market.

#BrandRecommendation share

3RRapt.ai17%

4RRay Serve8%