Side-by-side comparison of AI visibility scores, market position, and capabilities
AI drug discovery for protein-protein interactions; raised $80M seed from DCVC and NVIDIA (Jan 2026); oncology and neurodegeneration focus; opens class of previously undruggable targets
Proxima is an AI-driven drug discovery company focused on proteins that control critical biological interactions — specifically targeting protein-protein interactions (PPIs) that have historically been considered undruggable. Founded by researchers with backgrounds in structural biology, machine learning, and medicinal chemistry, Proxima uses AI to design novel therapeutics that can modulate these complex binding interfaces, opening up a vast new class of drug targets for conditions ranging from cancer to neurodegeneration.\n\nThe company's platform integrates protein structure prediction, generative molecular design, and experimental validation in a tightly coupled loop. By leveraging AI models trained on structural and interaction data, Proxima can propose drug candidates targeting previously inaccessible sites on proteins. This approach is particularly relevant for oncology and immunology, where many of the most important biological pathways are mediated by protein complexes that small molecules have struggled to disrupt.\n\nProxima raised an $80M seed round backed by DCVC and NVIDIA in January 2026, one of the largest seed rounds in biotech history. NVIDIA's involvement underscores the computational intensity of the platform and the strategic value of GPU infrastructure partnerships in AI drug discovery. The company is pre-clinical but is building a pipeline of candidates targeting high-value undruggable proteins, with the $80M runway intended to advance multiple programs toward IND filings.
Cambridge MA neuroscience biopharma (NASDAQ: BIIB) at $9.7B 2024 revenue; LEQEMBI $87M Q4 (Alzheimer's first-in-class amyloid therapy), SKYCLARYS $102M Q4 (Friedreich's ataxia), MS franchise declining vs. Eli Lilly donanemab.
Biogen Inc. is a Cambridge, Massachusetts-based neuroscience biopharmaceutical company — publicly traded on NASDAQ (NASDAQ: BIIB) as an S&P 500 Health Care component — researching, developing, and commercializing therapies for neurological, neurodegenerative, and neurodevelopmental diseases including Alzheimer's disease, multiple sclerosis, spinal muscular atrophy, and rare neurological conditions through approximately 7,400 employees worldwide. In fiscal year 2024, Biogen reported total revenue of $9.7 billion (-2% year-over-year) and GAAP diluted EPS of $11.18 (+40%), reflecting significant cost-cutting that improved profitability despite modest revenue decline. Revenue decline was driven by continued erosion in the core multiple sclerosis franchise (TECFIDERA, AVONEX, TYSABRI facing generic and biosimilar competition) while new product revenue grew: LEQEMBI (lecanemab, Alzheimer's disease, partnered with Eisai) generated approximately $87 million in Q4 2024 global sales — reflecting the slow but building commercial trajectory of the first drug to slow Alzheimer's cognitive decline — and SKYCLARYS (omaveloxolone, Friedreich's ataxia) generated $102 million in Q4, nearly double the year-earlier period. CEO Christopher Viehbacher, who joined in 2022 from Genentech's parent Roche, has led a strategic restructuring that includes cost reduction, pipeline refocus on high-probability neurology programs, and the LEQEMBI commercial execution through a partnership model with Eisai.
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