Replicate vs Modal

By valuation, Modal is the larger company at $1.1B versus $350M — a 3.1x difference. Size can also be measured by team: Replicate employs 50 people while Modal has 30 employees.

Modal has raised more in total funding at $111M, compared to Replicate's $57.8M — a gap of $53.2M. Combined, the two companies have completed 4 known funding rounds.

Replicate leads with an Awaira Score of 74/100, while Modal sits at 71/100. That 3-point gap reflects real differences in funding, scale, and traction — it's not a vanity metric.

Replicate was founded by Ben Firshman in 2019. Modal was founded by Erik Bernhardsson in 2021. Visit each company's profile on Awaira for a full founder biography.

Replicate: Replicate is an AI infrastructure company founded in 2019 that provides a platform for deploying and running machine learning models at scale. The company operates a marketplace where developers can discover, deploy, and integrate open-source and custom AI models through a simple API interface. Replicate's core offering enables users to run computationally intensive models without managing underlying infrastructure, abstracting away GPU provisioning and scaling complexities. The platform supports a wide range of model types, including image generation, text processing, audio, and video models. Notable models hosted on Replicate include Stable Diffusion and other generative AI tools. The company targets developers, researchers, and companies building AI applications who need reliable model serving without infrastructure overhead. Replicate has raised $63 million in total funding and carries a valuation of $300 million, indicating Series B stage maturity. The company operates in the competitive AI infrastructure space alongside platforms like Hugging Face, Modal, and Together AI. Its positioning focuses on accessibility and ease of use for model deployment rather than custom model development. The company's growth trajectory reflects increasing demand for AI model serving solutions as generative AI adoption accelerates across industries. Replicate serves as an intermediary layer between model creators and application developers. Replicate democratizes access to pre-trained AI models through a consumption-based API platform, eliminating infrastructure barriers for developers. Modal: Modal is an AI infrastructure company founded in 2021 that provides cloud computing tools for machine learning and artificial intelligence applications. The platform enables developers to build, deploy, and scale AI models with reduced infrastructure complexity. Modal's core offering centers on serverless computing infrastructure specifically optimized for AI workloads, allowing users to run GPU-intensive tasks without managing underlying hardware directly. The company positions itself within the broader AI infrastructure category, competing alongside platforms like Replicate, Lambda Labs, and cloud providers' AI services. Modal's approach focuses on simplifying the deployment pipeline for machine learning models, enabling developers to move from development to production environments more efficiently. The platform supports various frameworks and use cases including LLM inference, image generation, and general machine learning tasks. Founded in 2021, Modal operates at the Seed stage with total funding of $20 million and a valuation of $0.1 billion. The company benefits from growing demand for accessible AI infrastructure as organizations scale machine learning workloads. Modal's customer base includes AI developers and teams building applications that require computational resources beyond typical cloud offerings. The competitive landscape remains fragmented, with multiple players addressing different aspects of AI infrastructure. Modal's growth trajectory reflects broader market expansion in AI tooling and infrastructure services. Modal addresses the infrastructure gap between AI research and production deployment by offering serverless computing optimized specifically for GPU-intensive machine learning workloads.

Replicate got there first, launching in 2019 — that's 2 years of extra runway. Modal didn't arrive until 2021. In AI, that kind of head start means more training data, deeper customer relationships, and a bigger talent moat.

Replicate has about 50 employees; Modal has about 30. A bigger team usually means more revenue or heavier VC backing, but in AI, small teams can build at massive scale.

Yes — they're direct rivals. Both Replicate and Modal compete in AI Infrastructure, targeting many of the same buyers. If you're evaluating one, you should be looking at the other.