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 2.5% to 13% testing 10K+ proteins for 30+ pharma/biotech partners competing with Recursion for AI drug discovery.
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.
Dominant browser-based collaborative UI design platform at ~$600M ARR and $12.5B valuation; Adobe's $20B acquisition blocked by regulators in 2023, Figma remains independent competing with Sketch and Adobe.
Figma is a San Francisco-based collaborative web-based product design platform that has become the dominant tool for UI/UX designers and product teams — enabling real-time multi-user collaboration on interface design, prototyping, and design system management directly in the browser without installing desktop software. Founded in 2012 by Dylan Field and Evan Wallace and backed by Sequoia, Greylock, and Andreessen Horowitz with over $330 million raised, Figma generated approximately $600 million in ARR in 2023, serving 4 million+ designers and product teams at companies including Microsoft, Airbnb, Twitter, and Uber. Adobe announced a $20 billion acquisition offer in 2022, which was blocked by regulators in 2023 — Figma remains independent.
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