Side-by-side comparison of AI visibility scores, market position, and capabilities
Aignostics is a Berlin-based computational pathology company applying AI to histopathology image analysis for drug development and clinical diagnostics; raised €45M+ total including a €37M Series B in 2024;
Aignostics is a Berlin-based precision pathology company founded in 2019 as a spinout from Charité – Universitätsmedizin Berlin, one of Europe''s largest university hospitals. The company develops foundation models and AI-powered image analysis tools for computational pathology — applying deep learning to digitized histopathology slides (whole slide images) to detect, classify, and quantify cellular and tissue features at scale. Its technology enables pharmaceutical companies, contract research organizations (CROs), and diagnostic laboratories to analyze tissue samples faster, more consistently, and with greater quantitative depth than human pathologists alone.
Physics-based molecular simulation platform used by 1,700+ organizations. Q3 2025 software revenue up 54% YoY; $150M Novartis collaboration signed in early 2025.
Schrödinger was founded in 1990 by Richard Friesner and David Pearlman in New York City, building physics-based computational methods for molecular simulation. For over 30 years the company has developed the industry-leading molecular modeling suite used by academic researchers, biotech startups, and large pharmaceutical companies to predict molecular properties, optimize lead compounds, and design drugs with greater precision than traditional empirical approaches.\n\nSchrödinger's platform—spanning FEP+ (free energy perturbation), Glide docking, WaterMap, and machine learning-enhanced property prediction—is used by over 1,700 organizations across pharma, biotech, and materials science. In early 2025, the company signed a landmark $150 million upfront collaboration with Novartis for multi-target drug discovery with potential milestones exceeding $2.3 billion. Software revenue grew 54% year-over-year in Q3 2025 as pharmaceutical companies accelerated adoption of computational-first drug discovery. Schrödinger also operates a proprietary drug pipeline, with SGR-1505 (MALT1 inhibitor) in Phase 1 for B-cell malignancies.\n\nSchrödinger occupies a unique hybrid position—part software platform, part drug discovery company—and is a benchmark of the AI/physics-based drug discovery movement. The company is publicly traded (SDGR) and is recognized as an essential tool for the modern small-molecule drug discovery workflow.
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