Profluent Bio vs Circle Pharma

Side-by-side comparison of AI visibility scores, market position, and capabilities

AI visibility is closely matched (36 vs 36)
Profluent Bio logo

Profluent Bio

EmergingBiotechnology

AI Protein Design

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.

AI VisibilityBeta
Overall Score
D36
Category Rank
#94 of 198
AI Consensus
79%
Trend
stable
Per Platform
ChatGPT
40
Perplexity
33
Gemini
37

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.

Full profile
Circle Pharma logo

Circle Pharma

NicheLife Sciences & BioTech

Cell-Permeable Macrocycle Oncology Therapeutics

Circle Pharma develops orally deliverable macrocycle drug candidates targeting intracellular protein-protein interactions in cancer; raised $90M Series B in 2023 led by Novo Holdings and Foresite Capital; headquartered in San Francisco;

AI VisibilityBeta
Overall Score
D36
Category Rank
#79 of 198
AI Consensus
88%
Trend
stable
Per Platform
ChatGPT
35
Perplexity
35
Gemini
32

About

Circle Pharma is a clinical-stage biopharmaceutical company founded in 2016 by Matthew Jacobson, Siegfried Bhagwati, and Grace Aldrovandi, headquartered in San Francisco, California. The company is developing a new class of therapeutics — cell-permeable macrocycles — designed to inhibit intracellular protein-protein interactions (PPIs) that have historically been considered "undruggable." Protein-protein interactions control critical cellular processes including cell division, apoptosis (programmed cell death), and gene expression. Dysregulation of these interactions drives many cancers, but their large, flat interaction surfaces are difficult to block with small molecules, and biologics (antibodies) cannot cross cell membranes to reach intracellular targets. Circle Pharma's macrocycles are medium-sized ring-shaped molecules engineered to be both cell-permeable and orally bioavailable — a combination rarely achieved — enabling them to reach and inhibit these targets.

Full profile

AI Visibility Head-to-Head

36
Overall Score
36
#94
Category Rank
#79
79
AI Consensus
88
stable
Trend
stable
40
ChatGPT
35
33
Perplexity
35
37
Gemini
32
32
Claude
31
38
Grok
32

Key Details

Category
AI Protein Design
Cell-Permeable Macrocycle Oncology Therapeutics
Tier
Emerging
Niche
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Only Profluent Bio
AI Protein Design

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