Eli Lilly vs Modal
Side-by-side comparison of AI visibility scores, market position, and capabilities
Indianapolis global pharma (NYSE: LLY) at $45B 2024 revenue (+32%); first healthcare company to $1T market cap (Nov 2024) with Mounjaro/Zepbound tirzepatide (37% revenue) and oral GLP-1 orforglipron Phase 3 competing with Novo Nordisk.
About
Eli Lilly and Company is an Indianapolis, Indiana-based global pharmaceutical company — publicly traded on the New York Stock Exchange (NYSE: LLY) as an S&P 500 Dow Jones Industrial Average component — that in November 2024 became the world's most valuable pharmaceutical company with a historic $1 trillion market capitalization, the first healthcare company ever to reach this milestone. In fiscal year 2024, Lilly achieved approximately $45 billion in revenue, representing 32% growth from 2023, driven by blockbuster GLP-1 medications tirzepatide (Mounjaro for type 2 diabetes and Zepbound for obesity and obstructive sleep apnea), which together accounted for 37% of 2024 revenues. Other key products include Trulicity (dulaglutide, 12% of revenue), Humalog (insulin lispro, 5%), and Kisunla (donanemab), the first new Alzheimer's therapy approved for early symptomatic disease in 2024. An oral GLP-1 pill (orforglipron) is in Phase 3 clinical trials. CEO David Ricks has led the company since 2017. Founded in 1876 by Colonel Eli Lilly in Indianapolis, the company pioneered mass production of Jonas Salk's polio vaccine in 1955 and was among the first to produce human insulin using recombinant DNA technology.
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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