AI 도구Becomes the API

온디맨드 GPU 추론의 힘을 열어보세요.

Modal의 서버리스 GPU 인프라로 AI 모델을 가속화하세요.

shipped 2025년 11월 20일deploypaid

DeploySelf-hostedOn-prem

Modal Serverless GPU - AI tool hero image

핵심 포인트

1필요에 따라 0에서 수천 개의 GPU까지 원활하게 확장하세요.

2GPU 메모리 스냅샷으로 최대 10배 더 빠른 콜드 스타트를 경험하세요.

3맞춤형 오픈 소스 모델을 손쉽게 배포 및 관리하세요. 인프라 문제는 걱정하지 마세요.

Stork Quadrant

Becomes the API· 45/100

Replaceable as a UI, but kept alive as the API the agents call.

“Modal's core value is actual GPU hardware provisioned on demand with sub-second cold starts — an LLM can't conjure a physical A100. The coordination moat is real: Modal abstracts away container builds, secrets, scaling, and billing into a Python decorator, which is genuinely hard to replicate without the underlying infrastructure contracts. The threat isn't LLMs replacing Modal; it's AWS, GCP, and Replicate commoditizing the same abstraction. Developer experience is the current differentiator, and that erodes fast.”
— Claude Sonnet 4.6, scored 2026-05-27

Defensibility · 33/100

Physical-world coupling
Regulatory moat
Network liquidity
Proprietary refreshing data
High-trust catastrophic workflows
Multi-party coordination
Brand / community / taste

An LLM alone could replace

Write Python code to load and run a model inference
Generate deployment configuration or Dockerfile for a GPU workload
Explain how to set up autoscaling for ML inference
Suggest which open-source model to use for a given task

Agent-Readiness · 60/100

Verified MCP
Listed on agent surfaces— anthropic_directory, cursor
Usage-based pricing— pricing page heuristic match: https://modal.com/pricing
Headless agent auth
Public OpenAPI— https://modal.com/docs
Active changelog— https://modal.com/blog/announcing-our-series-b (2026-05-21)
llms.txt— https://modal.com/llms.txt

Score history · +13 pts over 4 re-scores

How to defend

Go deeper on the coordination layer — own the model registry, caching, and batching logic so switching costs compound. Lock in high-volume inference customers with committed-use pricing before the hyperscalers clone the DX.

Ship an MCP server and list it on Stork — biggest single point gain (+25).
Expose API-key auth with a self-serve sandbox tier; remove sales-call gates (+15).

How this score is computed →See the full quadrant How to defend