LensAI™ Powered by HYFT® Technology
The first bio-native intelligence engine for drug discovery
Biology, made computationally fluent. From a single sequence to fragmented data across modalities, LensAI, powered by HYFTs, transforms biological inputs into connected intelligence. It offers an integrated, traceable biological view spanning sequence, structure, function, assays, and literature.
Connected. Contextual. Clear biological intelligence.
LensAI expands how deeply biology can be explored. Moving beyond static datasets, it reveals cross-modal patterns that surface meaningful, non-obvious biological relationships. By bringing multiple complex data types into a single analytical framework, it supports more confident and efficient discovery workflows. Powered by HYFTs, it converts layered biological data into connected context.
A new class of bio-native AI for biologics discovery.
LensAI transforms fragmented data into connected intelligence. Powered by HYFTs, it is designed to make data biologically fluent and explainable. Delivered as a service—or SaaS-ready for integration into your workflow.
Integration at the core
Unifying sequence, structure, function, and literature into connected biological context. With 25B+ mapped relationships, they provide traceable links between data and evidence—enabling explainable insights.
Context from the start
Every input—from a single sequence to multi-omics datasets—is mapped to structural, functional, and literature context. Fragmented data becomes searchable, explainable knowledge that supports discovery from the first step.
Exponential power
This foundation supports in silico screening, risk assessment, and functional prediction in early discovery—helping teams evaluate and prioritize candidates within a connected biological context.
The power of HYFTs®: where clarity begins.
Purpose-built for biologics discovery and development. At program onset, the HYFT layer provides instant biological context and can be continuously enriched as programs evolve. One system. Diverse insight. All connected.
01 HYFT
Analyze massive data sets—at once
Screen extensive collections of sequences, compounds, or biologics in parallel using discovery-scale analysis and sub-sequence granularity for deep biological clarity.
02 HYFT
Surface non-obvious patterns and biological context
Reveal functional and structural relationships across vast datasets—uncovering mechanisms, liabilities, and opportunities invisible to traditional analysis alone.
01 HYFT
Analyze massive data sets—at once
Screen extensive collections of sequences, compounds, or biologics in parallel using discovery-scale analysis and sub-sequence granularity for deep biological clarity.
02 HYFT
Surface non-obvious patterns and biological context
Reveal functional and structural relationships across vast datasets—uncovering mechanisms, liabilities, and opportunities invisible to traditional analysis alone.
03 HYFT
Start with as little as a sequence
From minimal input, HYFTs infer structure, function, and activity—delivering biological context and mechanistic understanding instantly.
04 HYFT
Traceable data that strengthens precision
Every datapoint is connected to its biological evidence, delivering transparent, reproducible insights suitable for scientific and regulatory review.
LensAI Bio-Native Suite
Transform your workflow—intelligence to adapt at every stage
Foundation. Exploration. Engineering.
HYFT Base™
Data and Insights Foundation
- 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 Layer
- 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™
Engineering and Design Engine
- 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
Humanization
Binding Affinity
Immunogenicity
pH Selectivity
HYFT Base™
Data and Insights Foundation

HYFT Base™
Data and Insights Foundation
- 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 Layer

HYFT Matrix™
Exploration Layer
- 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™
Engineering and Design Engine

HYFT Prime™
Engineering and Design Engine
- 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
Humanization
Binding Affinity
Immunogenicity
pH Selectivity
From sequence to full biological context—at scale
Start with a single sequence and scale across the service-based discovery continuum. LensAI connects data to structural and functional evidence to deliver a traceable, 360° biological view that supports decision-making across workflows.
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.
“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
Request a LensAI session
See how LensAI works in practice through a focused walkthrough of example use cases and outputs.
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 help accelerate discovery.
Four ways to access MindWalk
We build it
Customizable offerings in biologics discovery—from target analysis to optimized leads.
You build it
Access to state-of-the-art LensAI SaaS Platform.
The Vault
Smarter starts: a portfolio of partner-ready assets.
Partnership
We are proud to partner with the best in pharma, biotech and academia organizations. Join us in creating future of human health.