AI ranking change · 2026-07-14
vLLM overtakes Modal as Gemini's #1 pick
for model serving and deployment platform
Modal→vLLM
On 2026-07-14, Gemini changed its #1 recommendation for best model serving and deployment platform — dropping Modal from the top spot in favor of vLLM. The previous #1 had held since 2026-07-10.
“The undisputed open-source standard for LLM serving, offering state-of-the-art throughput via PagedAttention and continuous batching; it is in a near-tie with Modal for the top spot, assuming a practitioner who prioritizes self-hosted control and cost optimization over managed developer workflow.”— Gemini
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