Overall Winner: Biofourmis·73/ 100

Biofourmis vs Causaly

In-depth comparison — valuation, funding, investors, founders & more

Winner
B
Biofourmis

🇸🇬 Singapore · Kuldeep Singh

Series DAI HealthcareEst. 2015

Valuation

N/A

Total Funding

$445M

73
Awaira Score73/100

100-500 employees

Full Biofourmis Profile →
C
Causaly

🇬🇧 United Kingdom · Elias Iosif

AcquiredAI HealthcareEst. 2018

Valuation

N/A

Total Funding

N/A

45
Awaira Score45/100

1-50 employees

Full Causaly Profile →
🔬

Analyst Summary

Generated from real data · No AI hallucinations

Both Biofourmis and Causaly compete directly in the AI Healthcare space, making this a head-to-head matchup within the same market segment. Biofourmis develops AI-powered digital therapeutics and remote patient monitoring technology that combines wearable biosensor data with machine learning models to predict clinical deterioration, monitor chronic disease progression, and support clinical trial digital endpoint measurement. Causaly built a biomedical AI platform that extracts and maps causal relationships from scientific literature at scale, allowing pharmaceutical researchers and scientists to query cause-and-effect relationships across millions of published papers and clinical documents.

Neither company has publicly disclosed a valuation at this time. Biofourmis has raised $445M in disclosed funding.

Biofourmis has 3 years more market experience, having been founded in 2015 compared to Causaly's 2018 founding. In terms of growth stage, Biofourmis is at Series D while Causaly is at Acquired — a meaningful difference for investors evaluating risk and upside.

Biofourmis operates out of 🇸🇬 Singapore while Causaly is based in 🇬🇧 United Kingdom, giving each a distinct home-market advantage. On Awaira's 0–100 composite score, Biofourmis leads with a score of 73, reflecting stronger overall fundamentals across valuation, funding, and growth signals.

Metrics Comparison

MetricBiofourmisCausaly
💰Valuation
N/A
N/A
📈Total Funding
$445M
N/A
📅Founded
2015
2018WINS
🚀Stage
Series D
Acquired
👥Employees
100-500
1-50
🌍Country
Singapore
United Kingdom
🏷️Category
AI Healthcare
AI Healthcare
Awaira Score
73WINS
45

Key Differences

📅

Market experience: Biofourmis has 3 years more (founded 2015 vs 2018)

🚀

Growth stage: Biofourmis is at Series D vs Causaly at Acquired

👥

Team size: Biofourmis has 100-500 employees vs Causaly's 1-50

🌍

Market base: 🇸🇬 Biofourmis (Singapore) vs 🇬🇧 Causaly (United Kingdom)

⚔️

Direct competitors: Both operate in the AI Healthcare market segment

Awaira Score: Biofourmis scores 73/100 vs Causaly's 45/100

Which Should You Choose?

Use these signals to make the right call

B

Choose Biofourmis if…

Top Pick
  • Higher Awaira Score — 73/100 vs 45/100
  • Stronger investor backing — raised $445M
  • More market experience — founded in 2015
  • Singapore-based for regional compliance or proximity
  • Biofourmis develops AI-powered digital therapeutics and remote patient monitoring technology that combines wearable biosensor data with machine learning models to predict clinical deterioration, monitor chronic disease progression, and support clinical trial digital endpoint measurement
C

Choose Causaly if…

  • United Kingdom-based for regional compliance or proximity
  • Causaly built a biomedical AI platform that extracts and maps causal relationships from scientific literature at scale, allowing pharmaceutical researchers and scientists to query cause-and-effect relationships across millions of published papers and clinical documents

Users Also Compare

FAQ — Biofourmis vs Causaly

Is Biofourmis bigger than Causaly?
Neither company has publicly disclosed a valuation, making a definitive size comparison difficult. Biofourmis employs 100-500 people, while Causaly has 1-50 employees.
Which company raised more funding — Biofourmis or Causaly?
Biofourmis has raised $445M in disclosed funding across 0 known rounds. Causaly's funding history is not publicly available.
Which company has a higher Awaira Score?
Biofourmis holds the higher Awaira Score at 73/100, compared to Causaly's 45/100. The Awaira Score is a composite metric factoring in valuation, funding, stage, team size, and market presence — a 28-point gap that reflects meaningful differences in scale or traction.
Who founded Biofourmis vs Causaly?
Biofourmis was founded by Kuldeep Singh in 2015. Causaly was founded by Elias Iosif in 2018. Visit each company's profile on Awaira for a full founder biography.
What does Biofourmis do vs Causaly?
Biofourmis: Biofourmis develops AI-powered digital therapeutics and remote patient monitoring technology that combines wearable biosensor data with machine learning models to predict clinical deterioration, monitor chronic disease progression, and support clinical trial digital endpoint measurement. The Singapore company platform processes continuous physiological data streams from patients in hospital-at-home programs, enabling earlier clinical intervention and reducing avoidable readmissions for heart failure, oncology, and post-surgical patients.\n\nThe company raised approximately $445 million including a Series D from investors including SoftBank Vision Fund 2, Openspace Ventures, and Mass General Brigham Ventures. Biofourmis has built partnerships with health systems including Brigham and Women Hospital, Guy Hospital, and several major Asian health systems for remote monitoring program deployment, and has entered into pharmaceutical partnerships for using its digital monitoring platform as a clinical trial measurement tool to capture digital endpoints.\n\nBiofourmis competes in the remote patient monitoring and digital therapeutics market against BioIntelliSense, Current Health, and Validic, as well as the monitoring capabilities of established medical device companies including Philips and Masimo that are adding AI analytics to their remote monitoring platforms. The hospital-at-home model, which uses continuous remote monitoring AI to substitute inpatient hospital stays for selected patient populations, represents a significant healthcare cost reduction opportunity that health systems in the US, UK, and Asia are actively piloting. Causaly: Causaly built a biomedical AI platform that extracts and maps causal relationships from scientific literature at scale, allowing pharmaceutical researchers and scientists to query cause-and-effect relationships across millions of published papers and clinical documents. The platform used a specialised natural language processing system trained to identify causal assertions in biomedical text, producing a structured knowledge graph of disease mechanisms, drug targets, and biological pathways.\n\nThe company was founded in London in 2018 and was acquired by Elsevier, the academic publishing giant, in 2022. The acquisition gave Elsevier an AI layer to sit atop its vast corpus of scientific publications, enabling researchers using ScienceDirect and other Elsevier products to query causal biological knowledge rather than simply searching for documents. Prior to acquisition, Causaly had built a client base among pharmaceutical R&D teams seeking to accelerate literature review and hypothesis generation.\n\nCausaly represented a niche but strategically important segment of the biomedical AI market: causal reasoning and knowledge graph construction. Its acquisition by Elsevier followed a broader trend of academic publishers acquiring AI startups to enhance their platforms, similar to Wiley acquiring Atypon and Springer Nature building AI discovery tools. The company is now integrated into Elsevier Research Intelligence, extending causal AI capabilities to Elsevier institutional subscribers worldwide.
Which company was founded first?
Biofourmis was founded first in 2015, giving it 3 years of additional market experience. Causaly 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.
Which company has more employees?
Biofourmis has approximately 100-500 employees, while Causaly has approximately 1-50. A larger team often signals higher revenue or venture backing, but in AI, smaller teams are increasingly capable of building at scale.
Are Biofourmis and Causaly competitors?
Yes, Biofourmis and Causaly 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.