NotCo vs Modal
Side-by-side comparison of AI visibility scores, market position, and capabilities
AI food tech unicorn using Giuseppe AI to reverse-engineer animal products from plants; ~$335M revenue; $1.5B valuation backed by Jeff Bezos and a16z; strategic joint venture with Kraft Heinz to develop plant-based versions of iconic CPG products.
About
NotCo is a Santiago, Chile-founded food technology company founded in 2015 by Matías Muchnick, Pablo Zamora, and Karim Pichara. The company is best known for its proprietary AI engine, Giuseppe, which analyzes the molecular composition of animal-based foods and identifies optimal plant ingredient combinations to replicate taste, texture, and nutrition. NotCo's consumer brand includes Not Burger, Not Chicken, Not Mayo, Not Milk, and Not Protein.\n\nNotCo has raised $428 million in total funding at a $1.5 billion valuation, backed by investors including Jeff Bezos, Andreessen Horowitz, L Catterton, and Tiger Global. Estimated annual revenue is approximately $335 million. The company has a strategic joint venture with Kraft Heinz to develop plant-based versions of iconic Kraft Heinz products under the NotCo brand, giving it access to mass market retail distribution.\n\nIn 2025, NotCo repositioned itself as a B2B platform business, offering its Concept Quant service — an end-to-end AI-powered product development tool — to CPG brands seeking faster, cheaper food and beverage innovation. This pivot reflects a broader industry shift toward software and AI licensing as a complement to physical product sales in food tech.
Serverless GPU cloud platform for AI/ML with Python-native deployment and per-second billing; developer-favorite scaling from zero competing with Replicate and Beam for AI compute.
About
Modal is a serverless cloud computing platform purpose-built for AI and machine learning workloads — providing on-demand GPU compute that scales instantly from zero with per-second billing, container management, distributed training support, and a Python-native developer experience that makes running ML workloads in the cloud feel as simple as running code locally. Founded in 2021 in New York City and backed by Redpoint Ventures and other investors, Modal has grown rapidly as AI development has accelerated demand for flexible, developer-friendly GPU infrastructure.\n\nModal's developer experience is its primary differentiator — engineers write Python functions decorated with @modal.function() and deploy them to the cloud with a single command, with Modal handling container building, GPU provisioning, auto-scaling, and execution. The platform supports training jobs that need distributed compute across multiple GPUs, model serving endpoints that scale to zero when unused (eliminating idle GPU costs), and batch inference jobs that process large datasets. The per-second billing model means developers pay only for actual compute time, not provisioned instances.\n\nIn 2025, Modal competes in the AI infrastructure market with Replicate, Beam, Banana, and major cloud providers' managed ML services (AWS SageMaker, Google Vertex AI, Azure ML) for serverless GPU compute. The market for AI-specific cloud infrastructure has grown dramatically as the number of ML engineers deploying models to production has expanded — traditional cloud providers require significant DevOps expertise to use GPU instances effectively, while Modal's Python-native approach reduces the barrier to entry. Modal has attracted a strong developer following among AI researchers and ML engineers building production AI applications. The 2025 strategy focuses on growing the developer community, adding enterprise features (dedicated GPU capacity, private networking, compliance), and expanding the hardware options available (H100 GPUs, custom accelerators).
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