Deep Genomics vs Abridge

Abridge has a disclosed valuation of $850M, while Deep Genomics's valuation is not publicly available, making a direct size comparison difficult. Abridge employs 120 people.

Deep Genomics has raised more in total funding at $180M, compared to Abridge's $150M — a gap of $30M. Combined, the two companies have completed 5 known funding rounds.

Abridge holds the higher Awaira Score at 76/100, compared to Deep Genomics's 68/100. The Awaira Score is a composite metric factoring in valuation, funding, stage, team size, and market presence — a 8-point gap that reflects meaningful differences in scale or traction.

Deep Genomics was founded by Brendan Frey in 2015. Abridge was founded by Shiv Rao in 2018. Visit each company's profile on Awaira for a full founder biography.

Deep Genomics: Deep Genomics applies deep learning to genetic medicine discovery, using AI models trained on genomic sequence data to predict the functional consequences of genetic variants, identify RNA splicing defects that underlie genetic diseases, and generate novel therapeutic candidates including antisense oligonucleotides and small molecules that correct disease-causing genetic variants. The Toronto company was founded by Brendan Frey, a University of Toronto machine learning professor who collaborated with Geoffrey Hinton on deep learning research.\n\nThe company raised approximately $180 million in venture funding from investors including True Ventures, AlleyCorp, and GV (Google Ventures). Deep Genomics has built an AI drug discovery platform called the AI Workbench that integrates genomic data, disease biology, and AI prediction across the therapeutic discovery pipeline, and has entered a strategic alliance with Agenus to develop cancer treatments using its AI-designed oligonucleotide candidates.\n\nDeep Genomics competes in the AI genetic medicine space against Recursion Pharmaceuticals, Insitro, Exscientia, and gene therapy companies building computational biology capabilities. Its specific focus on RNA biology and oligonucleotide therapeutics, which represent a growing class of approved genetic medicines, differentiates it from platforms focused on small molecule drug discovery or cell therapy. The Toronto University of Toronto AI ecosystem, including connections to the Vector Institute and the Hinton research lineage, provides research credibility and talent access that distinguishes Canadian AI drug discovery from international competitors. Abridge: Abridge is an AI health company founded in 2018 that develops clinical documentation and conversation intelligence tools for healthcare providers. The company's core product uses artificial intelligence to automatically generate clinical notes from patient-physician conversations, addressing the administrative burden that consumes significant physician time. Abridge's technology leverages natural language processing and machine learning to transcribe, analyze, and summarize medical interactions, converting spoken dialogue into structured clinical documentation that integrates with existing electronic health record systems. The platform targets healthcare systems, hospitals, and outpatient practices seeking to reduce documentation workload and improve clinical efficiency. The company has secured $150M in total funding and maintains a valuation of $800M as of its Series B stage, reflecting investor confidence in the clinical AI documentation market. Abridge competes alongside other healthcare AI vendors addressing documentation automation, including companies focused on ambient clinical intelligence and voice-to-note solutions. The healthcare industry's ongoing digitization and physician burnout trends have created substantial demand for documentation automation tools. The company's growth trajectory reflects expanding adoption within healthcare systems seeking to improve provider productivity and patient interaction quality. Abridge's position in the AI health landscape centers on practical workflow optimization rather than diagnostic or treatment algorithms, targeting a specific high-value pain point in clinical operations. Abridge transforms clinical conversations into automated documentation, directly addressing physician administrative burden through ambient voice intelligence.

Deep Genomics was founded first in 2015, giving it 3 years of additional market experience. Abridge was founded later in 2018. In AI, even a year or two of head start can translate into significantly more training data, customer relationships, and institutional knowledge.

Deep Genomics has approximately 100-500 employees, while Abridge has approximately 120. A larger team often signals higher revenue or venture backing, but in AI, smaller teams are increasingly capable of building at scale.

Yes, Deep Genomics and Abridge are direct competitors — both operate in the AI Healthcare space and likely target overlapping customer segments. This comparison is especially relevant for buyers evaluating both platforms.