LensAI™ Multi-omics Data

The ultimate key to making AI useful in drug discovery

Biologics discovery produces billions of raw files—but data alone isn’t insight. HYFT® technology transforms sequences, structures, assay outputs, and omics at ingestion, providing instant contextual access that makes AI and deep data explainable, scalable, and discovery-ready.

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The market challenge: disconnected data is the core barrier to scaling AI in discovery

Moving from siloed data to a connected system

Disconnected sources increase time to decision

Inconsistent formats limit comparability

Predictions lack biological grounding

LensAI powered by HYFT technology

Transforming big data to deep data

Patented HYFTs are the foundation of our bio-native intelligence—transforming any input, from a single sequence to entire datasets, into connected biological understanding. Available through our expert-led service projects, HYFTs give you access to a knowledge base of 25+ billion biologic connections, where every datapoint carries context, evidence, and provenance. More than raw data, it’s a dynamic network that deepens with every new data enrichment.

From hidden patterns to clear biologics insight

With biologically fluent intelligence, HYFTs surface relationships that often remain overlooked, helping researchers identify the critical insights that drive discovery forward.

Simultaneously explore your siloed data

HYFTs make your data AI-ready by design—engineered for scale, transparency, and confidence. One query connects all sources instantly, delivering explainable, real-time results enriched with traceable source information, versioning, and biological context. A reproducible data layer that builds clarity and confidence in AI-powered discovery.

Deep data:
Every datapoint has instant context.
Every new dataset enriches the graph.

Data Integration - Data Key-1
Data Integration - Data image

Biologics integration at every level

HYFTs connect sequences, structures, functions, assay outputs, and literature into one biologically fluent layer—delivering depth, context, and evidence with every query.

Sequences

More than a string—indexed against motifs, structures, physicochemical properties, and literature.
(Genomics, transcriptomics, proteomics, metabolomics)

Structural Biology

More than coordinates—it’s tied to binding surfaces, epitopes, and assay outputs to explain function.

Assay Outputs

More than a curve—it’s linked to the clone and (sub) sequence for reproducibility.
(Immunization, discovery platforms, characterization, optimization, patient lab work, etc)

Literature, IP, and Various Databases

More than text—mapped to (sub) sequences, structures, and assay outputs so published knowledge directly informs discovery.
(Unstructured data: scientific journals, patient records, patent information—structured data: chemical, omics)

Deep data transforms biologics discovery

Pharma success is measured in speed, confidence, and evidence. HYFTs move the needle on all three.

  • Up to 3x faster to the clinic
  • Critical risks flagged early with validated methods
  • Design guided by biologically fluent data
  • Infinite data reuse across programs

New FDA guidance: AI derived data now accepted in IND filings

In January 2025, the FDA clarified that AI-based findings can be part of IND submissions when they’re transparent, reproducible, and traceable. HYFTs structure and connect complex data to meet those standards—turning AI insight into evidence ready for regulatory review.

Exponential power connecting data, context, and discovery.

LensAI and HYFTs form the critical missing layers—transforming fragmented biologics data into connected, contextualized intelligence.

Data Integration - Exponential Power..

LensAI Platform
Predictive intelligence, generative design, and in silico reasoning that connect data to biology—accelerating discovery with context and precision.

HYFT Bio-Native™ Intelligence
A foundation of 25 billion+ biologic intelligence objects that embed context and evidence into every datapoint—delivering explainable, scalable insight across discovery.

Your Data/Models
Sequences, structures, assay outputs, omics, and literature from your programs integrate seamlessly into the HYFT layer, transforming raw files into biologically fluent intelligence.

LensAI Bio-Native Intelligence Suite

Transform your workflow—intelligence to adapt at every stage and up to 3X faster

The first bio-native AI with foundation, scale, and applied insight in one suite.

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HYFT Base™

Data and Insights Foundation

HYFT base
  • Full data integration for single-query access across sequence, structure, and function
  • Explore using the power of billions of pre-indexed HYFT patterns to uncover biological connections between targets, mechanisms, and therapeutic relevance
  • Start with our framework—or add your data—to instantly access deep biological context, with or without custom inputs
  • Continuously enrich and adapt insights as data evolves
Application

Data Management

Target Profiling

Off-target & Cross-reactivity Screening

Antigen Design

Epitope Prediction

Epitope Specificity Analysis

Protein Structure Prediction

GMX (MD applications)

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HYFT Matrix™

Exploration Engine

HYFT matrix
  • Uncover hidden candidates that share critical patterns with top performers
  • Prioritize true diversity by scoring across mechanisms, epitopes, formats, and biological context
  • Filter faster with biological intelligence to reduce downstream experimentation and refine focus
  • Advance with confidence through transparent scoring that shows what matters and why
Application

Affinity Prediction

Developability Assessment

Epitope Mapping

Hit Expansion

Hit Selection

Immunogenicity Screening

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HYFT Prime™

Design Generator and Optimizer

HYFT prime purple
  • Multi-dimensional optimization — immunogenicity, affinity, and developability in one integrated loop
  • Refine and select using multi-dimensional biological evidence, not isolated properties
  • Advance molecules engineered for performance, scalability, and clinical translation
  • Generate de novo candidates through LensAI reasoning over HYFT molecular fingerprints
Application

Epitope Mapping

Developability, Manufacturing

Off-target & Cross Reactivity Screening

Humanization

Binding Affinity

Immunogenicity Screening

De-risk Engineering

pH Optimization

HYFT Base™

Data and Insights Foundation

HYFT base
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HYFT Base™

Data and Insights Foundation

HYFT base
  • Full data integration for single-query access across sequence, structure, and function
  • Explore using the power of billions of pre-indexed HYFT patterns to uncover biological connections between targets, mechanisms, and therapeutic relevance
  • Start with our framework—or add your data—to instantly access deep biological context, with or without custom inputs
  • Continuously enrich and adapt insights as data evolves
Application

Data Management

Target Profiling

Off-target & Cross-reactivity Screening

Antigen Design

Epitope Prediction

Epitope Specificity Analysis

Protein Structure Prediction

GMX (MD applications)

HYFT Matrix™

Exploration Engine

HYFT matrix
x

HYFT Matrix™

Exploration Engine

HYFT matrix
  • Uncover hidden candidates that share critical patterns with top performers
  • Prioritize true diversity by scoring across mechanisms, epitopes, formats, and biological context
  • Filter faster with biological intelligence to reduce downstream experimentation and refine focus
  • Advance with confidence through transparent scoring that shows what matters and why
Application

Affinity Prediction

Developability Assessment

Epitope Mapping

Hit Expansion

Hit Selection

Immunogenicity Screening

HYFT Prime™

Design Generator and Optimizer

HYFT prime
x

HYFT Prime™

Design Generator and Optimizer

HYFT prime purple
  • Multi-dimensional optimization — immunogenicity, affinity, and developability in one integrated loop
  • Refine and select using multi-dimensional biological evidence, not isolated properties
  • Advance molecules engineered for performance, scalability, and clinical translation
  • Generate de novo candidates through LensAI reasoning over HYFT molecular fingerprints
Application

Epitope Mapping

Developability, Manufacturing

Off-target & Cross Reactivity Screening

Humanization

Binding Affinity

Immunogenicity Screening

De-risk Engineering

pH Optimization

“LensAI solves a foundational problem—making biological data interoperable and accessible at scale. It brings context into view, giving us the kind of resolution you’d expect from modern data systems—and that changes everything.”

 - Jeff Fried, Advisory Board Member, MindWalk

See it in action

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Case Studies

See validated insights that redefine workflows and optimize discovery success.

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Scientific Posters

Discover how MindWalk powers smarter, faster paths from concept to clinic.

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Blogs

Explore latest ideas reshaping the future of discovery.

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Transform your pipeline

Partner-ready assets ready for advanced start or co-creation.

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Tech partners

We collaborate with technology leaders to extend the power of LensAI, combining advanced computing and data platforms with our bio-native intelligence to accelerate discovery.

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Four ways to access MindWalk

We build it

Customizable offerings in biologics discovery—from target analysis to optimized leads.

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You build it

Access to state-of-the-art LensAI SaaS Platform.

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The Vault

Smarter starts: a portfolio of partner-ready assets.

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Partnership

We are proud to partner with the best in pharma, biotech and academia organizations. Join us in creating future of human health.

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