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.

LensAI Overview HYFT module

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.

The power of HYFTs

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.

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HYFT Base™

Data and Insights Foundation

HYFT base

HYFT Matrix™

Exploration Engine

HYFT matrix

HYFT Prime™

Design Generator and Optimizer

HYFT prime

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

Case Studies

See validated insights that redefine workflows and optimize discovery success.

Scientific Posters

Discover how MindWalk powers smarter, faster 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 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.