{"slug":"beam","name":"Beam","domain":"beam.cloud","verdict":"As of 2026-07-17, ChatGPT, Claude, Gemini, Grok collectively rank Beam #4 of 6 for serverless gpu cloud for bursty inference (one of 3 leaderboards it appears on). Source: https://modelsagree.com/product/beam (modelsagree.com, CC BY 4.0).","best_rank":4,"categories":3,"brief":{"category":"best-gpu-serverless-platforms-for-ai-inference","title":"Best GPU serverless platforms for AI inference","rank":4,"of":8,"top":"Modal","day":"2026-07-18","why":[{"t":"Python-defined custom GPU endpoints","m":["ChatGPT","Gemini","Grok"],"q":"Python-defined custom GPU endpoints"},{"t":"competitive pricing","m":["Gemini","Grok"],"q":"competitive pricing"},{"t":"scale-to-zero","m":["ChatGPT","Grok"],"q":"scale-to-zero + warm pools"},{"t":"run workloads across your own cloud","m":["ChatGPT","Gemini"],"q":"run workloads across your own cloud provider accounts"}],"gap":[{"t":"snapshots for fast cold starts","m":["ChatGPT","Claude","Gemini","Grok"],"q":"snapshots for fast cold starts"},{"t":"broad GPU choice","m":["ChatGPT","Grok"],"q":"broad GPU choice"},{"t":"proven at scale","m":["Grok"],"q":"proven at scale for inference/batch"}],"fix":[{"t":"smaller scale and reliability footprint","m":["ChatGPT","Gemini","Grok"],"q":"Smaller scale/reliability footprint than leaders for heavy production"},{"t":"less GPU variety","m":["Gemini","Grok"],"q":"less GPU variety/breadth"},{"t":"smaller production track record","m":["ChatGPT","Grok"],"q":"smaller ecosystem, capacity footprint, and production track record"}]},"entries":[{"slug":"best-serverless-gpu-cloud-for-bursty-inference","title":"Best serverless GPU cloud for bursty inference","rank":4,"of":6,"score":5,"appearances":3,"modelRanks":{"ChatGPT":5,"Gemini":5,"Grok":3},"reason":"Lowest GPU rates among serverless options (H100 ~$1.74/hr), per-millisecond billing with no cold-start charges, excellent .map() fan-out for batch/bursty jobs, scale-to-zero, custom containers, open-source core/BYOC option. Strong value for GPU-bound bursty inference where raw compute cost dominates.","reasons":[{"model":"Grok","reason":"Lowest GPU rates among serverless options (H100 ~$1.74/hr), per-millisecond billing with no cold-start charges, excellent .map() fan-out for batch/bursty jobs, scale-to-zero, custom containers, open-source core/BYOC option. Strong value for GPU-bound bursty inference where raw compute cost dominates."},{"model":"ChatGPT","reason":"A strong lightweight Python-first serverless GPU platform with simple decorators, custom dependencies, autoscaling endpoints, task queues, volumes, and competitive usage-based economics; close to Replicate for developers deploying their own code."},{"model":"Gemini","reason":"Extremely fast onboarding via developer-centric Python decorators, solid cold-start optimization, and built-in multi-cloud failover features."}],"fixes":[{"model":"ChatGPT","fix":"Its smaller ecosystem, capacity footprint, and enterprise operations surface make it less proven for demanding global production workloads."},{"model":"Gemini","fix":"Smaller developer ecosystem and fewer native integrations or advanced storage primitives compared to mature competitors."},{"model":"Grok","fix":"Smaller ecosystem/maturity compared to leaders; more focused on sandboxes/agents than broad production inference hosting."}],"updated":"2026-07-17","api":"https://modelsagree.com/api/v1/best/best-serverless-gpu-cloud-for-bursty-inference.json"},{"slug":"best-gpu-serverless-platforms-for-ai-inference","title":"Best GPU serverless platforms for AI inference","rank":4,"of":8,"score":4,"appearances":3,"modelRanks":{"ChatGPT":5,"Gemini":5,"Grok":4},"reason":"Competitive low pricing with Python SDK, scale-to-zero + warm pools, solid for custom inference prototypes-to-production on accessible GPUs.","reasons":[{"model":"Grok","reason":"Competitive low pricing with Python SDK, scale-to-zero + warm pools, solid for custom inference prototypes-to-production on accessible GPUs."},{"model":"ChatGPT","reason":"A strong open-source-oriented option for Python-defined custom GPU endpoints, task queues, autoscaling, and bring-your-own-cloud deployment; near-tied with Replicate when portability matters more than model-catalog convenience."},{"model":"Gemini","reason":"Balanced developer experience with Python-native definitions, competitive pricing, built-in task queues, and the unique ability to run workloads across your own cloud provider accounts."}],"fixes":[{"model":"ChatGPT","fix":"Its smaller ecosystem, capacity footprint, and production track record make it a less conservative default for demanding inference services."},{"model":"Gemini","fix":"Smaller hardware pool and availability constraints during peak demand compared to larger providers, which can cause scaling bottlenecks."},{"model":"Grok","fix":"Smaller scale/reliability footprint than leaders for heavy production; less GPU variety/breadth."}],"updated":"2026-07-18","rank_history":{"days":["2026-07-17","2026-07-18"],"ranks":[5,5]},"api":"https://modelsagree.com/api/v1/best/best-gpu-serverless-platforms-for-ai-inference.json"},{"slug":"best-serverless-gpu-platform","title":"Best serverless GPU platform","rank":7,"of":8,"score":2,"appearances":1,"modelRanks":{"ChatGPT":4},"reason":"Exceptional value for smaller deployments, especially its inexpensive RTX 4090 tier; millisecond billing, free storage, checkpoint restore, sub-second cold-start claims, autoscaling, custom images, and an open-source Beta9 runtime make it highly approachable.","reasons":[{"model":"ChatGPT","reason":"Exceptional value for smaller deployments, especially its inexpensive RTX 4090 tier; millisecond billing, free storage, checkpoint restore, sub-second cold-start claims, autoscaling, custom images, and an open-source Beta9 runtime make it highly approachable."}],"fixes":[{"model":"ChatGPT","fix":"Only A10G, RTX 4090, and H100 are generally offered, while multi-GPU access requires approval."}],"updated":"2026-07-15","rank_history":{"days":["2026-07-13","2026-07-15"],"ranks":[6,null]},"api":"https://modelsagree.com/api/v1/best/best-serverless-gpu-platform.json"}],"page":"https://modelsagree.com/product/beam","check":"https://modelsagree.com/check?q=Beam","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}