Harbor vs Isomorphic Labs

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

Analysis reviewed Live tool data as of 2026-10-09
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At a glance

DimensionHarborIsomorphic Labs
Primary FunctionAI-native EDC for clinical trial data managementAI-first drug discovery via pharma partnerships
PricingFreemium (free tier + paid plans)Contact-only (enterprise partnerships)
Target UsersCROs, sponsors, academic researchers, investigator-initiated teamsLarge pharma companies, big drug development programs
Key AI FeatureMagic Build (protocol-to-EDC), Magic Capture (source-to-EDC extraction)Drug Design Engine (AlphaFold + predictive/generative models)
DeploymentCloud-hosted (no on-premise)Partnership-based (no standalone software)
IntegrationsCTMS, eTMF, SSO/SAMLNot specified (custom per partnership)
Harbor
Harbor

Harbor is an AI-native EDC platform that turns your protocol PDF into a clinical trial database build in minutes.

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Isomorphic Labs
Isomorphic Labs

Isomorphic Labs applies generative AI drug discovery to design novel molecules and predict how candidates will perform.

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Pricing
Freemium
Contact Sales
Plans
$0/mo
Starting at $2,000/mo
Volume pricing
—
Popularity
6 views
7.5k views
Skill Level
Intermediate
Advanced
API Available
Platforms
Web
—
Categories
🧬 Drug Discovery & Life Sciences
🧬 Drug Discovery & Life Sciences
Features
Magic Build: generates draft CRFs, schedule of events, and source documents from a protocol PDF
Magic Capture: AI extracts data from paper, eSource, EHR records and other sources with no custom configuration
Every extracted value linked back to its original source document page
Magic Monitor: CRA assistant reviews study data alongside source records and flags potential issues
Custom monitoring rules you define to focus review on what matters to your study
Side-by-side source-to-EDC viewing for remote, risk-based monitoring
Human-in-the-loop workflow: AI extracts, a person reviews and confirms before finalization
Sites can keep paper source documents and scan/upload rather than changing collection workflow
ePROs for patient-reported outcome data entry
Randomization module
Medical coding with MedDRA and WHODrug
Queries and SDV with full audit history
Electronic signatures and database lock workflow
Standard exports including ODM XML
21 CFR Part 11, HIPAA and GDPR compliance controls enforced by default
Drug Design Engine spanning generative molecule design through lead optimization
Predictive AI models that anticipate how candidate drugs will perform
Generative models for designing novel molecules
Builds on and beyond the Nobel-winning AlphaFold system
End-to-end research collaborations from target identification to lead optimization
Digital biology approach aimed at discovery 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
Bioresilience framework for biological threats and health emergencies
Series B investment round announced May 2026 to scale the Drug Design Engine
Follows a $600M external raise in March 2025
President Max Jaderberg appointed November 2025 to integrate AI and science
Interdisciplinary team of drug discovery experts and ML specialists
Founded by Demis Hassabis, who serves as CEO
Integrations
CTMS
eTMF
SSO/SAML

Who should pick which

  • Academic researcher conducting a small clinical trial
    Pick: Harbor

    Harbor offers a free modern EDC alternative to REDCap, with AI-assisted build and data capture, compliance out-of-box, and no upfront cost.

  • CRO managing multiple commercial trials
    Pick: Harbor

    Harbor's Magic Build cuts EDC deployment from weeks to days, integrates with CTMS/eTMF, and supports remote monitoring — ideal for CROs needing speed and compliance.

  • Large pharma VP of R&D exploring AI-driven drug discovery
    Pick: Isomorphic Labs

    Isomorphic Labs' AlphaFord-based Drug Design Engine and partnership model suit large-scale drug programs requiring cutting-edge AI, not off-the-shelf software.

  • Solo founder running an investigator-initiated trial
    Pick: Harbor

    Harbor's freemium pricing and AI-powered data extraction reduce manual work and IT burden, accessible to small teams with limited support.

Frequently Asked Questions

Can I use Isomorphic Labs' AI as a standalone software tool?

No. Isomorphic Labs operates only through partnerships with large pharma companies — no API or software for individual researchers is available.

Does Harbor require on-premise deployment?

No, Harbor is cloud-hosted only. It does not support on-premise or offline operation.

What compliance certifications does Harbor have?

Harbor is built for 21 CFR Part 11, HIPAA, and GDPR compliance, with AES-256 encryption at rest and TLS 1.2+ in transit.

How does Harbor's free tier compare to REDCap?

Harbor's free tier is a modern alternative to REDCap, including AI-powered protocol-to-EDC build and data extraction, whereas REDCap requires manual setup.

Is Isomorphic Labs affiliated with DeepMind?

Yes, Isomorphic Labs is a spinout from DeepMind, built on AlphaFold which won the Nobel Prize in Chemistry.

What integrations does Harbor support?

Harbor integrates with CTMS, eTMF, and SSO/SAML. It does not offer a public API for extensive custom integrations.

How much funding has Isomorphic Labs raised?

Isomorphic Labs raised a $600M external investment round in 2025 and closed a Series B in February 2026 (amount undisclosed).

Can Harbor be used for fully remote clinical trials?

Yes, Harbor supports ePRO, magic login links, remote monitoring (Magic Monitor), and source document upload, making it suitable for decentralized trials.

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Last reviewed: July 3, 2026