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Atinary Falcon

Meet Atinary Falcon, Atinary’s proprietary global optimization algorithm purpose-built to accelerate innovation in experimental R&D. Trusted by leaders across pharma, biotech, materials science, cosmetics, flavors and fragrances, and chemistry, Falcon is redefining what’s possible in scientific discovery—delivering speed, precision, and scalability through next-generation machine learning.

Integration with SDLabs Platform

Emmental is fully integrated into SDLabs, Atinary’s unified no-code R&D platform.
It gives scientists an intuitive way to design and optimize experiments without programming.
01
DESIGN EXPERIMENT
Multiparameter &
multi-objective
Falcon
Emmental
02
AI DECISIONS
ML recommends
next experiments
03
EXPERIMENT & TEST
With or without
robots (or simulation)
…and more
04
DIGITAL LIBRARIES
Build high-quality, 
ML-ready datasets
05
DATA ANALYTICS
Visualize & refine search space
06
SUCCESS

Core Capabilities & Features

Atinary Falcon is engineered for real-world R&D needs with dynamic inference and predictions.

Real-World Results & Applications

Atinary Falcon is driving measurable results across industries.

Process Optimization

In the application of small molecule process development, Falcon enabled the AI-driven process of process optimization of Troc deprotection, maximizing yields from under 50% to above 90% after 3 iterations. 
Biotech and Pharma R&D

Achieving up to an 18% increase in product yield and a 22% reduction in cost.
Materials Discovery

A five-dimensional parameter search yielded the optimal solar cell region in just 80 samples (5 experiment rounds)—reducing development time and unlocking new material properties.
Catalysis R&D

Falcon accelerated CO/CO₂-to-methanol hydrogenation research, rapidly identifying optimal conditions and boosting process understanding, and compressing the equivalent of 100 years of R&D into just 6 weeks. 

Connect Every Part of Your Lab—From Data to Devices

Atinary’s SDLabs platform is purpose-built to unify your entire R&D workflow, breaking down data silos and
enabling a truly digital, automated, and collaborative laboratory.
LIMS Compatibility
  • Instantly connect SDLabs with your Laboratory Information Management System (LIMS). All experiment data—conditions, results, metadata—is automatically captured and accessible in one secure, searchable hub. No more manual data transfers, lost files, or fragmented records.
  • Example: Chemists can retrieve or analyze any historical experiment in seconds, supporting audits, compliance, and faster innovation.
Robotics & Automation Hardware
  • Seamlessly link SDLabs to lab robots, liquid handlers, and reactors for a closed-loop, fully autonomous experimentation process.
Real-World Integrations
  • IBM’s RoboRXN/Chemspeed: AI algorithms in SDLabs send experiment designs directly to the robot; results are automatically fed back for instant re-optimization.
  • ETH Zurich Catalyst Optimization: Robotic platforms execute batches of 24 experiments; results sync with SDLabs for next-iteration planning—no manual intervention.
  • Oligonucleotide Synthesis: SDLabs supports integration with Chemspeed and Unchained Labs robots, streamlining complex workflows.
  • ViperLab Project: Robotic platforms, guided by SDLabs’ Falcon algorithm, optimize perovskite solar cell fabrication—demonstrating Atinary’s impact on advanced materials R&D.
Unified, ML-Ready Data
  • SDLabs eliminates information silos—every data point from every experiment is stored, organized, and ready for analysis or machine learning. This makes knowledge sharing across teams effortless and ensures robust, reproducible science.
Reproducibility & Audit Trails
  • Automatic, immutable logging of every experiment’s conditions, parameters, and results—critical for regulatory compliance and confident, repeatable discoveries.
No-Code to Pro-Code
  • While SDLabs empowers chemists with its no-code interface, advanced users and IT teams can leverage robust APIs and SDKs for custom integrations, automated workflows, or linking with legacy systems.
    • Academic researchers can access free tools like the Scientia API to connect their own data sources and accelerate collaboration.
Future-Proof Compatibility
  • SDLabs is designed to evolve with your lab—whether you’re adding new robotics, upgrading LIMS, or developing proprietary workflows.
Compliance-Ready
  • SDLabs is built with robust data security controls, including encryption, access management, and audit trails, supporting global privacy regulations (GDPR, CCPA, etc.).
IP Protection
  • Your proprietary formulations and research data is always encrypted.
Cloud Deployment
  • Flexible options to meet your IT and compliance requirements.

What it means:
Innovate with confidence—knowing your data, IP, and customer privacy are safeguarded at every step.

Ready to see how SDLabs can fit seamlessly into your lab ecosystem?