Profluent Bio vs ConcertAI
Side-by-side comparison of AI visibility scores, market position, and capabilities
AI protein design company released OpenCRISPR-1, the first gene editor designed entirely by AI; raised $35M developing novel enzymes, antibodies, and gene-editing tools by exploring protein sequence space beyond what evolution has produced.
About
Profluent Bio is an AI protein design company founded in 2022 by former Meta AI researcher Ali Madani, raising $35M in seed and Series A funding. The company trains large generative models on biological sequence data to design novel proteins with specific structural and functional properties, analogous to how large language models generate text. Profluent made scientific history in 2024 by publishing OpenCRISPR-1, the first gene editor designed entirely by AI rather than adapted from natural organisms, which the company released open source for non-commercial research. The platform enables design of novel enzymes, antibodies, and gene-editing tools by exploring protein sequence space far beyond what evolution has produced. Profluent works with pharmaceutical and agricultural biotechnology companies that need custom protein tools for research and therapeutic development. The company represents a fundamental advance in moving protein engineering from directed evolution and rational design toward generative AI-driven discovery.
ConcertAI is an oncology AI and real-world data company at a $1.9B valuation — 5.5M multi-modal cancer RWD records, $230M+ raised, exiting FY2024 profitable with mid-teens EBITDA margins.
About
ConcertAI is a Boston-based company that combines artificial intelligence with real-world oncology data to accelerate cancer drug development and improve patient outcomes. Its platform integrates multi-modal patient data — including electronic health records, genomics, imaging, and pathology — from a network of oncology providers to support biopharma companies in clinical trial design, site selection, protocol optimization, patient matching, and regulatory submission.
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