BillionToOne vs Schrödinger

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

AI visibility is closely matched (73 vs 74)
BillionToOne logo

BillionToOne

LeaderLife Sciences & BioTech

Molecular Diagnostics (Prenatal & Oncology)

IPO Nov 2025 (BLLN, Nasdaq); $273M raised; 508K+ tests in 2025; $293–299M revenue guidance FY2025.

AI VisibilityBeta
Overall Score
B73
Category Rank
#14 of 198
AI Consensus
74%
Trend
stable
Per Platform
ChatGPT
77
Perplexity
68
Gemini
75

About

BillionToOne is a leading molecular diagnostics company that has commercialized a proprietary technology platform—Quantitative Counting Templates (QCTs)—enabling detection and quantification of disease-related DNA at single base-pair resolution. This breakthrough in cell-free DNA (cfDNA) analysis underpins its two primary product lines: UNITY Screen for comprehensive prenatal genetic screening (covering carrier status, chromosomal conditions, and fetal risk) and Northstar Select for oncology therapy guidance and liquid biopsy.

Full profile
Schrödinger logo

Schrödinger

LeaderLife Sciences & BioTech

Computational Drug Discovery

Physics-based molecular simulation platform used by 1,700+ organizations. Q3 2025 software revenue up 54% YoY; $150M Novartis collaboration signed in early 2025.

AI VisibilityBeta
Overall Score
B74
Category Rank
#1 of 198
AI Consensus
84%
Trend
stable
Per Platform
ChatGPT
74
Perplexity
80
Gemini
75

About

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.

Full profile

AI Visibility Head-to-Head

73
Overall Score
74
#14
Category Rank
#1
74
AI Consensus
84
stable
Trend
stable
77
ChatGPT
74
68
Perplexity
80
75
Gemini
75
68
Claude
74
75
Grok
78

Key Details

Category
Molecular Diagnostics (Prenatal & Oncology)
Computational Drug Discovery
Tier
Leader
Leader
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Only Schrödinger
Computational Drug Discovery

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