Delfi Diagnostics vs ConcertAI
Side-by-side comparison of AI visibility scores, market position, and capabilities
Delfi Diagnostics has raised $332M total to develop blood-based cancer detection using whole-genome cfDNA fragmentation analysis and ML; clinically validated FirstLook Lung test; partnering with Hackensack Meridian Health in 2025;
About
Delfi Diagnostics is a biotechnology company founded in 2019 by Victor Velculescu and headquartered in Baltimore, Maryland, specializing in blood-based cancer detection using machine learning and whole-genome sequencing of cell-free DNA (cfDNA). The company''s AI platform analyzes genome-wide fragmentation patterns of cell-free DNA from a simple blood draw — a liquid biopsy — to detect cancer-associated signals across multiple cancer types. This approach, called DELFI (DNA Evaluation of Fragments for Early Interception), generates a large number of features across the entire genome that machine learning models synthesize into a cancer risk score.
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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