Dedoctive vs Isomorphic Labs

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

Analysis reviewed Live tool data as of 2026-10-18
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At a glance

DimensionDedoctiveIsomorphic Labs
PricingFreemium (Free Developer Edition IDE for building workflows, enterprise plans for on-prem/private cloud)Contact sales (partnership-based, undisclosed pricing)
Target AudienceAssurance, compliance, public sector, healthcare, supply chain, crisis response teams needing auditable AILarge pharma companies for AI drug discovery partnerships
Core TechnologyNeuro-symbolic AI (LLMs + symbolic reasoning) with full source provenance, BPMN workflows, human-in-the-loopPredictive + generative AI models for protein-ligand interactions, built on AlphaFold
DeploymentOn-premises / private cloud, cloud-basedNot disclosed (likely cloud-based via partnerships)
Key FeatureGranular provenance hyperlinks (table cells, image text), Response Maps showing answer formationDrug Design Engine combining predictive and generative AI for novel molecule design
Dedoctive
Dedoctive

UK sovereign neuro-symbolic AI that grounds every answer in verified sources and shows exactly where it came from.

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Isomorphic Labs
Isomorphic Labs

Isomorphic Labs uses AI drug discovery models to design novel molecules and predict how candidate drugs will perform.

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Pricing
Freemium
Contact Sales
Plans
$0/mo
$0/mo
Contact for pricing
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Popularity
7 views
7.5k views
Skill Level
Advanced
Advanced
API Available
Platforms
WebAPI
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Categories
🛡️ AI Governance & Guardrails📊 Data & Analytics📑 Document AI & Data Extraction
🧬 Drug Discovery & Life Sciences
Features
Curated knowledge models built from validated sources
Granular provenance hyperlinks down to table cells or image text
Human-in-the-loop governed workflows designed visually in BPMN
Neuro-symbolic AI combining LLM reasoning with symbolic control
Multi-format ingestion: documents, data, tables and images
Response Maps showing how an answer was formed
Explicit 'no answer available' response instead of a guess
Interactive visuals for analysing arguments and exploring context
Displays deep connections between apparently unrelated information items
Professional-grade structured analysis using human best practices
Free Developer Edition IDE for building and debugging workflows
Agentic and deterministic processing combined in one workflow
Open-standard compliant with no proprietary software dependencies
Wraps any large language model without training
On-premises / private cloud deployment
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
Built 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
Announced a new path to making medicines with AI
Series B 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
Founded by Demis Hassabis, who serves as CEO

Who should pick which

  • Compliance officer in healthcare
    Pick: Dedoctive

    Dedoctive's auditable AI with full source provenance and human-in-the-loop workflows ensures every decision is defensible and traceable to verified evidence, critical for healthcare compliance.

  • Pharma R&D executive at a large company
    Pick: Isomorphic Labs

    Isomorphic Labs offers AI-driven drug design based on AlphaFold, with proven partnerships and substantial funding, ideal for accelerating lead optimization in large-scale programs.

  • Public sector decision-maker
    Pick: Dedoctive

    Dedoctive's on-premises deployment, automated redaction, and Response Maps provide the transparency and security required for government contracts.

  • Individual researcher in drug discovery
    Pick: Isomorphic Labs

    Isomorphic Labs is not for individuals; its partnership model requires pharma backing. For solo research, consider other tools.

  • Supply chain risk analyst
    Pick: Dedoctive

    Dedoctive's multi-format ingestion and proven tracking from diverse sources (documents, tables) help build auditable risk assessments for crisis response.

Frequently Asked Questions

Can I try Dedoctive for free?

Yes, Dedoctive offers a Free Developer Edition IDE for building workflows, allowing you to evaluate its features without cost.

Is Isomorphic Labs available as a SaaS product?

No, Isomorphic Labs operates only through deep pharma partnerships; it is not available as a standalone SaaS or API for individual use.

Which tool is better for document-heavy compliance tasks?

Dedoctive is specifically designed for auditable, document-heavy compliance, with provenance down to table cells and image text.

Does Isomorphic Labs use AlphaFold?

Yes, it builds on the Nobel Prize-winning AlphaFold system for protein structure prediction, integrated into its Drug Design Engine.

Can Dedoctive be deployed on-premises?

Yes, Dedoctive supports on-premises and private cloud deployment, which is critical for sensitive data in healthcare and public sector.

What is the latest funding for Isomorphic Labs?

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

Does Dedoctive prevent hallucinations?

Yes, Dedoctive's answers are sourced only from verified, curated knowledge models, with Response Maps showing how each answer is formed, minimizing hallucinations.

Which companies partner with Isomorphic Labs?

Isomorphic Labs has announced partnerships with Novartis and Johnson & Johnson for AI-driven drug discovery.

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Last reviewed: July 2, 2026