Digital Biology in Real Time

Experience the future of cell culture research with AI-powered digital twins that respond to experiments instantly. Transform weeks-long iterations into real-time discovery.

Physical Culture
Digital Twin

Real-time transformation powered by AI

How Aiork Transforms Research

Our revolutionary 4-step process turns traditional cell culture research into an interactive, real-time experience that accelerates discovery and reduces experimental risk.

1

Connect & Upload

Upload time-lapse microscopy videos, single-cell RNA-seq, or proteomics data from your existing lab equipment. Our platform supports multiple data formats and integrates seamlessly with your current workflow.

  • • Multiple data format support (videos, RNA-seq, proteomics)
  • • Existing lab hardware integration
  • • Automated data pipeline setup
  • • Quality validation and preprocessing
2

Auto-Tune Foundation Model

Aiork fine-tunes its foundation model to match your exact cell line and experimental conditions. Machine learning adapts to your specific setup, creating a personalized digital twin.

  • • Cell line-specific model adaptation
  • • Experimental condition calibration
  • • Automated hyperparameter optimization
  • • Continuous learning from your data
3

"Poke" the Digital Twin

Dose with drug candidates, apply CRISPR edits, or change environmental conditions like temperature, pH, or shear stress. Test multiple scenarios simultaneously without physical constraints.

  • • Drug candidate screening and dosing
  • • CRISPR gene editing simulation
  • • Environmental parameter manipulation
  • • Parallel experiment execution
4

Instant Results & Predictions

Watch 3D cell morphology evolve second-by-second with quantitative metrics. Export downstream assay predictions and generate comprehensive reports for decision-making.

  • • Real-time 3D morphology visualization
  • • Quantitative metric tracking
  • • Downstream assay predictions
  • • Automated report generation

Powered by Three AI Engines

Our platform combines three breakthrough AI technologies to deliver unprecedented biological simulation capabilities with scientific accuracy and real-time performance.

Graph Neural Networks

Model intracellular signaling pathways and capture complex protein-protein interactions with state-of-the-art graph architectures that understand biological networks.

  • • Protein interaction modeling
  • • Signaling cascade prediction
  • • Network topology analysis
  • • Dynamic pathway simulation

Diffusion Models

Generate voxel-level shape changes and create high-fidelity visual representations of cellular morphology evolution with advanced generative AI technology.

  • • Voxel-level shape generation
  • • Morphology evolution modeling
  • • High-fidelity visualization
  • • Realistic cell behavior simulation

Differentiable Fluid Dynamics

Model media transport and nutrient flow while accounting for physical forces and constraints through differentiable computational fluid dynamics.

  • • Nutrient transport simulation
  • • Waste removal modeling
  • • Physical force calculation
  • • Microenvironment dynamics

Built for Nvidia's Latest Hardware

Aiork is optimized for Nvidia's cutting-edge GPU infrastructure, delivering unprecedented performance for real-time biological simulation and visualization.

Why GPU Acceleration is Essential

Blackwell B200 Tensor Cores

FP4 precision enables massive parallel processing for complex biological simulations with unprecedented speed and efficiency.

RT Cores for Real-Time 3D

Hardware-accelerated ray tracing delivers photorealistic visualization of cellular morphology changes in real-time.

NVLink Multi-GPU Scaling

High-bandwidth interconnects enable seamless scaling across multiple GPUs for complex multi-cellular simulations.

Clara & BioNeMo Integration

Native integration with Nvidia's life sciences platforms provides optimized workflows and pre-trained models.

Performance Benefits

Simulation Speed 1000x Faster
Memory Efficiency 10x Improvement
Parallel Experiments 100+ Concurrent
Real-time Visualization 60 FPS

Development Roadmap

Our carefully planned roadmap ensures steady progress toward revolutionizing biological research with clear milestones and deliverables.

Q2 2025

Alpha Release

Limited Partners

  • • Core digital twin engine
  • • Basic cell line support
  • • Simple intervention modeling
  • • Partner feedback integration
Upcoming
Q3 2025

Closed Beta

Select Biotech Labs

  • • Enhanced AI models
  • • Multi-cell line support
  • • Advanced visualization
  • • Lab hardware integration
Upcoming
Q4 2025

Public Launch

General Availability

  • • Full platform access
  • • Comprehensive documentation
  • • Customer support
  • • Enterprise features
Upcoming
2026

Advanced Features

Next Generation

  • • Multi-organ systems
  • • Drug discovery AI
  • • Predictive analytics
  • • API ecosystem
Future

Transforming Research Across Biology

Aiork's digital twin technology revolutionizes research across multiple biological domains, accelerating discovery and reducing costs while maintaining scientific rigor.

Drug Discovery

Rapid compound screening

Test thousands of drug candidates simultaneously in digital twins, reducing screening time from months to hours while maintaining biological accuracy.

10x faster screening
Reduced costs
Higher success rates

Cancer Research

Tumor microenvironment modeling

Model complex tumor-stroma interactions and test therapeutic interventions in realistic 3D microenvironments with real-time feedback.

Personalized therapy
Resistance prediction
Combination testing

Stem Cell Biology

Differentiation pathway prediction

Predict and optimize stem cell differentiation protocols by modeling cellular fate decisions and environmental influences.

Protocol optimization
Quality prediction
Scalable production

Toxicology

Safety assessment acceleration

Rapidly assess compound toxicity across multiple cell types and exposure conditions, reducing reliance on animal testing.

Faster safety data
Reduced animal testing
Better predictions

Join the Future of Biology

Be part of the revolution that's transforming biological research. Join leading researchers and biotech companies who are already experiencing the power of real-time digital twins.

Priority Support

Direct access to our engineering team and priority technical support

Feature Input

Shape the product roadmap with your feedback and feature requests

Special Pricing

Exclusive early access pricing and grandfathered rates

Request Early Access

No commitment required • Free during alpha and beta phases

Questions? Contact our team directly