Side-by-side comparison of AI visibility scores, market position, and capabilities
Lausanne Switzerland automated cloud lab for AI protein engineering at $11.2M total ($8M ACE Ventures seed 2025); improved protein success rate from 2.
Adaptyv Biosystems is a Lausanne, Switzerland-based AI-driven protein engineering platform — backed with $11.2 million in total funding including an $8 million seed round in 2025 led by ACE Ventures with participation from ByFounders, Founderful, and LongGame Ventures, following a CHF 2.5 million pre-seed in 2022 — providing pharmaceutical companies, biotechnology firms, and academic AI research groups with fully automated cloud laboratory services for validating and iterating AI-generated protein designs, enabling the experimental testing that transforms computational protein engineering from theoretical exploration to practical drug discovery. Founded in 2021 and having tested over 10,000 proteins in collaboration with 30+ pharma and biotech partners, Adaptyv has improved protein engineering success rates from the industry baseline of 2.5% to 13% — a 5x improvement that represents the breakthrough enabling practical AI-guided therapeutic protein development.
mRNA pioneer with $3.2B FY2024 revenue (down from $18.4B 2022 COVID peak); mRESVIA RSV vaccine approved 2024; personalized cancer vaccine with Merck shows 44% recurrence reduction in melanoma.
Moderna is a clinical-stage biotechnology company that pioneered the development of messenger RNA (mRNA) therapeutics and vaccines, founded in 2010 by Noubar Afeyan, Robert Langer, Kenneth Chien, Stéphane Bancel, and others in Cambridge, Massachusetts, where it is headquartered and trades on Nasdaq (MRNA). The company achieved extraordinary commercial success with Spikevax, its COVID-19 mRNA vaccine developed in partnership with the U.S. government in 2020—generating $18.4 billion in COVID vaccine revenues in 2022 at peak—before experiencing a severe revenue decline as global COVID booster demand normalized. For FY2024, Moderna generated approximately $3.2 billion in revenues, with Spikevax and the reformulated XBB.1.5-targeting COVID vaccine contributing the majority, while the company's significant R&D investment pipeline consumed most operating cash flows.
Adaptyv Biosystems vs
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