LensAI™ Powered by HYFT® Technology
The first bio-native intelligence engine for drug discovery
Biology, made instantly fluent. From as little as a single sequence to fragmented data across modalities, LensAI transforms any input into connected intelligence—powered by HYFTs. Delivering 360° context across sequence, structure, function, assay outputs, and literature—all explainable and ready to act on.
Transformative 360° intelligence: connected. contextual. clear.
LensAI gives you the power to explore biology in depth unlike any other. Instead of static datasets, patterns emerge across modalities—revealing hidden detail that’s instantly interpretable. By enabling simultaneous review of complex datasets, the platform accelerates breakthroughs in fewer experiments. Powered by HYFTs, LensAI transforms layered, complex data into connected biological context.
The only bio-native AI for biologics discovery.
LensAI transforms fragmented data into connected intelligence. Powered by HYFTs, it makes every datapoint biologically fluent, explainable, and ready for discovery. 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 instant links between data and evidence—enabling explainable insights that drive discovery forward.
Context from the start
Every input—from a single sequence to multi-omics datasets—is instantly mapped to structural, functional, and literature context. Fragmented data becomes searchable, explainable knowledge that you can act on from the first step.
Exponential power
This foundation supports in silico screening, risk assessment, and functional prediction in early discovery—surfacing stronger candidates sooner and advancing programs to the clinic up to 3x faster than conventional approaches.
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 to accelerate discovery. One system. Diverse insight. All connected.
01 HYFT
Analyze massive datasets—all at once
Screen millions of sequences, compounds, or biologics in parallel with discovery-scale analysis and sub-sequence granularity for deep biological clarity.
02 HYFT
Surface hidden 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 datasets—all at once
Screen millions of sequences, compounds, or biologics in parallel with discovery-scale analysis and sub-sequence granularity for deep biological clarity.
02 HYFT
Surface hidden 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 full 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 that meet new scientific and regulatory standards.
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.
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 Engine
- 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
- 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™
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 Engine

HYFT Matrix™
Exploration Engine
- 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™
Design Generator and Optimizer
- 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
From sequence to full biological context—instantly
Start from a single sequence and apply anywhere along the service-based discovery continuum. Connect every datapoint to structural and functional evidence, analyzing in detail at any stage for 360° insight that sharpens every decision and AI application.
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
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.
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.