Key to Health vs Isomorphic Labs

Side-by-side comparison of features, pricing, and ratings

Analysis generated Live tool data as of 2026-10-30
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Key to Health or Isomorphic Labs: which should you choose?

DimensionKey to HealthIsomorphic Labs
PricingContact for pricingContact for pricing
Target UserIndividuals, employers, health plansLarge pharma companies, research institutions
Core TechnologyBreath acetone sensor + AI agentAlphaFold-based predictive & generative AI
Key FeatureReal-time fat vs. sugar metabolism feedbackDigital biology simulation at scale
Evidence BaseRCT (~10% weight loss at 1 year), real-world study (11,365 adults)Nobel Prize-winning AlphaFold, partnerships with Novartis & J&J
Business ModelDirect-to-consumer + enterprise (employer/health plan)Exclusive pharma partnerships
Key to Health
Key to Health

Breath acetone biofeedback with an AI agent that shows whether your body is burning fat or sugar

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Isomorphic Labs
Isomorphic Labs

AI drug discovery from Isomorphic Labs: predictive and generative models that design molecules and forecast drug performance.

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Pricing
Contact Sales
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Plans
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Popularity
4 views
7.5k views
Skill Level
Beginner-friendly
Advanced
API Available
Platforms
Mobile
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Categories
🏋️ Fitness & Nutrition🏥 Healthcare
🧬 Drug Discovery & Life Sciences
Features
Breath acetone measurement with handheld Gen 2 sensor
Real-time fat vs. sugar metabolic state readout in seconds
Personal AI agent (KEY) with 24/7 metabolic guidance
Behavioral pattern and context analysis for personalized insights
Mediterranean-inspired dietary framework low in ultra-processed foods
Alignment with 2026 U.S. Dietary Guidelines
Published RCT vs. WW active comparator: ~10% weight loss at 48 weeks
2.2× greater weight loss vs. comparator at 12 weeks (p < 0.001)
Published mediation analysis linking biofeedback to dietary adherence
Pre-registered real-world cohort of 11,365 adults, two-year follow-up (under review)
GLP-1 complementation before, during, and after pharmacotherapy
Fully self-directed program with no coaching staff required
Population-scale delivery without linear per-member cost increases
Intention-to-treat MMRM analysis methodology
Drug Design Engine spanning generative molecule design through lead optimization
Predictive AI models that anticipate how candidate drugs will perform in the body
Generative models for designing novel molecules
Built on and beyond the Nobel-winning AlphaFold system
End-to-end research collaborations from target identification to lead optimization
AI-driven discovery process aimed at breakthroughs at digital speed
Named pharma partners include Johnson & Johnson, Novartis and Eli Lilly
Joined the Virtual Biology Initiative to build foundational data for AI disease models
Funder of Biohub's $1.8B initiative to train AI models that predict cell behavior
Published bioresilience framework covering biological threats and health emergencies
Published approach to building a new path to making medicines with AI
Interdisciplinary team of drug discovery experts and machine learning specialists
Founded by Demis Hassabis, who serves as CEO
Partnership engagements routed through dedicated partnering contact

Who should pick Key to Health, and who should pick Isomorphic Labs?

  • Busy professional seeking weight loss
    Pick: Key to Health

    Key to Health provides real-time metabolic feedback and AI coaching without human coaches, fitting a busy schedule. It's evidence-based and supports GLP-1 use if needed.

  • Employer wanting scalable wellness program
    Pick: Key to Health

    The platform offers population health reporting and is designed for employer deployment, with clinical validation to back ROI.

  • Pharma company needing AI drug discovery
    Pick: Isomorphic Labs

    Isomorphic Labs partners exclusively with large pharma, offering cutting-edge AlphaFold-based models and a Drug Design Engine for rapid iteration.

  • Health plan looking for obesity intervention
    Pick: Key to Health

    Key to Health's published RCT and real-world evidence make it a credible obesity management tool for population health.

  • Research institution exploring digital biology
    Pick: Isomorphic Labs

    Isomorphic Labs' digital biology simulation and interdisciplinary team can accelerate research, though access requires a partnership.

Frequently Asked Questions

Does Key to Health require a prescription or doctor involvement?

No, Key to Health is a direct-to-consumer biofeedback device and app. However, it can complement GLP-1 medications prescribed by a doctor.

Can Isomorphic Labs be used by small startups or individual researchers?

No, Isomorphic Labs operates exclusively through large-scale partnerships with pharma companies like Novartis and J&J. It is not a licensable platform.

What is the breath sensor for Key to Health?

It's a Gen 2 handheld device that measures breath acetone, a biomarker of fat burning, giving real-time feedback on whether your body is burning fat or sugar.

Has Isomorphic Labs published any clinical trial results?

The provided data does not mention clinical trial results; it focuses on AI models, partnerships, and investment rounds.

Is Key to Health covered by insurance?

The information does not specify insurance coverage, but its employer/health plan offerings suggest possible reimbursement or subsidization.

What is the latest news about Isomorphic Labs' funding?

In May 2026, Isomorphic Labs closed a Series B investment round (amount undisclosed), following a $600M investment round in 2025.

Does Key to Health offer a mobile app?

Yes, it includes a personal AI agent (KEY) accessible 24/7, likely through a mobile app, though not explicitly stated as a separate download.

Can Isomorphic Labs design antibodies or only small molecules?

The features mention 'protein-ligand interactions' and 'novel molecule design,' but the data does not specify antibody design. It likely covers a broad range.

What else are Key to Health and Isomorphic Labs compared with?

Where can you read more about Key to Health and Isomorphic Labs?

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