Loading…
· ChatGPT Search and Google AI Mode
Based on every AI answer that names both
Reviewed by Dimitry Apollonsky
#4 in MLOps and Inference Serving Platforms · Mentioned in 28%
#7 in MLOps and Inference Serving Platforms · Mentioned in 20%
AI summary
Modal is described as a fit for scale-to-zero GPU inference and running CI tests on remote GPUs. Answers naming both brands list Modal first more often than not.
Listed first when AI names both
Recommended when named
Warned against · lower is better
… For bursty inference, my default pick in 2026 is Modal, with RunPod as the better choice if raw GPU economics and hardware choice matter more.My ranking Provider · Best for · Bursty workload fit --- · --- · --- Modal · Very spiky traffic + developer velocity · ⭐⭐⭐⭐⭐ RunPod Serverless · Lowest cost / lots of GPU choices · ⭐⭐⭐⭐⭐ fal · Ultra-low-latency media/AI inference · ⭐⭐⭐⭐½ Baseten · Managed production serving · ⭐⭐⭐⭐ Replicate · Fastest path to existing models · ⭐⭐⭐½ Why Modal is my default For workloads where traffic goes from zero → bursts → zero, the important variables aren't just GPU $/hour.
It features robust production observability, monitoring dashboards, and SLAs. Trade-off : More opinionated and managed than Modal, meaning slightly less raw code flexibility.3.
Mentioned in, as a share of each topic’s answers
Baseten alone is ranked in GPU inference throughput optimization, Embedding model management and deployment, HPC and AI workload execution and Enterprise RAG and fine-tuning.
Modal is listed first for scale-to-zero inference, bursty workloads and CI/CD integration. Baseten is listed first for infrastructure around new AI labs and, more often than not, production-grade NLP inference APIs.
Baseten listed firstModal listed firstBoth engines lean toward Modal when answers name both brands. Google AI Mode leans more.
ChatGPT SearchBaseten listed first: 29%Modal listed first: 71%
Google AI ModeBaseten listed first: 21%Modal listed first: 79%
Modal was listed first every month, with September its strongest month yet; the trend has no direction.
JunBaseten listed first: 35%Modal listed first: 65%
JulBaseten listed first: 39%Modal listed first: 61%
Aug
These bars show which brand AI favours in claims citing each source.
These bars show which brand AI favours in claims citing each source.
These bars show which brand AI favours in claims citing each source.
These bars show which brand AI favours in claims citing each source.
These bars show which brand AI favours in claims citing each source.
These bars show which brand AI favours in claims citing each source.
These bars show which brand AI favours in claims citing each source.
These bars show which brand AI favours in claims citing each source.
RunPod appears in most of these answers; Replicate and Together AI appear in many. Fireworks.ai, Beam and Cerebrium also appear in some, so the choice is presented alongside other providers.
Sep, so farBaseten listed first: 12%Modal listed first: 88%
