BillionToOne vs ConcertAI

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
ConcertAI logo

ConcertAI

LeaderLife Sciences & BioTech

Oncology AI & Real-World Data

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.

AI VisibilityBeta
Overall Score
B74
Category Rank
#2 of 198
AI Consensus
80%
Trend
stable
Per Platform
ChatGPT
73
Perplexity
69
Gemini
70

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.

Full profile

AI Visibility Head-to-Head

73
Overall Score
74
#14
Category Rank
#2
74
AI Consensus
80
stable
Trend
stable
77
ChatGPT
73
68
Perplexity
69
75
Gemini
70
68
Claude
70
75
Grok
77

Key Details

Category
Molecular Diagnostics (Prenatal & Oncology)
Oncology AI & Real-World Data
Tier
Leader
Leader
Entity Type
brand
brand

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