AI-Driven Chemistry R&D
Augment your lab with our no-code AI platform for chemistry R&D: leverage AI and machine learning to explore complex experimental spaces, with optional integration to lab hardware and software for seamless automation—no coding or AI expertise required.
Why Traditional Chemistry R&D Needs Transformation
High cost, resource-heavy, and
time-consuming nature of traditional methods like trial-and-error and DoE required to optimize synthesis or chemical reaction conditions.
time-consuming nature of traditional methods like trial-and-error and DoE required to optimize synthesis or chemical reaction conditions.
Limited by lack of in-house ML/AI skills, teams struggle to navigate high-dimensional spaces for optimization and effectively use complex data to accelerate the discovery of new catalysts or active compounds.
Data silos, integration challenges, reproducibility issues hinder collaboration and make it difficult to learn from historical experiments, slowing down progress and increasing costs.
Meet Atinary’s SDLabs Platform
AI for Every Chemist, Not Just Data Scientists
Break free from R&D bottlenecks. Atinary SDLabs is built from the ground up for chemists and scientists—no coding, AI, or machine learning background required.
Navigating the vast chemical space of reactions, like Buchwald-Hartwig or Suzuki coupling reactions,across countless parameters, catalysts, and conditions is time- and resource-intensive. With Atinary’s SDLabs, our platform provides smart predictions and data-driven recommendations to guide you to optimal conditions faster, with fewer trials.
Old Way
VS
With Atinary SDLabs
Manual, slow experiment cycles
Navigating the vast chemical space is time- and resource-intensive
Requires coding or AI experts
Security concerns with cloud platforms
Old Way
Manual, slow experiment cycles
Navigating the vast chemical space is time- and resource-intensive
Requires coding or AI experts
Security concerns with cloud platforms
With Atinary SDLabs
Core Innovations
What Sets Us Apart
Scientists, chemists, and researchers in pharma, biotech, cosmetics, flavors and fragrances, materials science, and chemistry.
R&D, innovation, and process teams seeking digital transformation and looking to move beyond manual, trial-and-error experimentation.
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What Does This Mean for You?
Launch high-impact, reproducible experiments in chemical synthesis, catalysis, and materials development in a fraction of the time.
Make every R&D budget go further: reduce waste, increase output, and accelerate the discovery of new reactions, catalysts, and formulations.
Build a digitally connected, AI-optimized laboratory ready for the future of chemistry research and scale-up.
Leverage historical data to predict and execute optimal conditions and avoid costly trial-and-error cycles.
How It Works
AI-Driven Closed Loop
02 AI DECISIONS
01 DESIGN EXPERIMENT
05 AI/ML TRAINING
03 RUN EXPERIMENTS
04 DATA ANALYTICS
01 DESIGN EXPERIMENT
02 AI DECISIONS
03 RUN EXPERIMENTS
04 DIGITAL LIBRARIES
Build high-quality, ML-ready datasets
05 DATA ANALYTICS
Use Cases
Customer Stories
- All
- Pharma
- Cosmetics and Fragrances
- CDMO
- Biotech
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Atinary’s AI platform accelerates hydroformylation R&D, optimizing catalysts, cutting Rhodium…
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Integrating Atinary’s SDLabs platform for AI-driven HTE to maximize yields…
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Integrating Atinary’s SDLabs platform for AI-driven HPLC workflows in analytical…
See More
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.
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.