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.

LensAI Overview HYFT module

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.

The power of HYFTs

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.

Request LensAI session

HYFT Base™

Data and Insights Foundation

HYFT base
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HYFT Matrix™

Exploration Layer

HYFT matrix
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HYFT Prime™

Engineering and Design Engine

HYFT prime
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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.

Case Studies

See validated insights that redefine workflows and advance discovery.

Scientific Posters

Discover how MindWalk powers smarter paths from concept to clinic.

Blogs

Explore latest ideas reshaping the future of discovery.

Transform your pipeline

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

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.