Revolutionize Material R&D with AI-Driven System of Intelligence.

Polymerize Labs™: The AI-native platform with an integrated System of Record and System of Intelligence guiding through experiments planning, generating critical insights, leading through data-driven decisioning, and built on unparalleled security.

AI-Native System of Intelligence

Accelerate Development with Explainable AI

Polymerize Labs™ doesn't just predict outcomes - it explains the "why" behind every recommendation, empowering your R&D teams to make confident decisions backed by transparent, traceable intelligence.

Beyond Black Box AI: Intelligence You Can Validate & TrustOur explainable AI engine transforms your historical data into a strategic weapon, delivering:

Glass-Box Predictions - See exactly which parameters drive your results, with feature importance rankings and decision paths clearly visualized
95%+ Accuracy, 100% Transparency - Every prediction comes with confidence intervals, contributing factors, and similar historical experiments for validation
3X Faster Time-to-Market - Move from hundreds of trial-and-error experiments to targeted formulations in days, not months
25 Data Points to Breakthrough - Start getting actionable predictions with minimal historical data, perfect for novel applications development

From Raw Data to Market-Ready ProductsWhether you're optimizing polymer blends, developing bio-based alternatives, or engineering next-generation composites, our platform delivers:

Cross-Domain Intelligence - Transfer learnings from successful formulations across different material families
Real-Time Optimization - Adjust parameters on-the-fly with instant prediction updates
Regulatory-Ready Documentation - Full audit trails showing how AI recommendations led to final formulations

Your researchers don't just get answers - they understand, trust, and build on them. Because achieving breakthrough innovation requires both AI and human expertise working together.

AI-Driven Formulation Development

Bypass months of trial-and-error with AI that predicts optimal material combinations before you mix a single batch. Our platform evaluates millions of potential formulations in seconds, identifying the precise combinations that deliver your target properties while minimizing costs and development time. It's like having a materials scientist with perfect recall of every experiment ever conducted.

From Millions of Possibilities to The Perfect MatchOur advanced AI engine revolutionizes how you approach formulation:

Multi-Objective Optimization - Balance competing properties (strength vs. flexibility, cost vs. performance) to find your optimal sweet spot
Inverse Design Capability - Start with desired properties and work backwards to the exact formulation recipe
Synergy Detection - Uncover non-linear interactions between components that traditional DOE would miss
Process-Property Mapping - Factor in temperature, mixing speeds, and curing conditions for complete formulation control

Precision That Pays Off

First-Time-Right Formulations - Reduce reformulation cycles by 75% with AI that learns from every experiment
Cost-Optimized Solutions - Find formulations that meet specs while minimizing raw material costs
Scale-Up Confidence - Predict how lab formulations will perform at production scale

Our AI illuminates the entire formulation landscape, showing you not just what works, but what works best - backed by explainable insights that your team can build upon.

Explainable AI Insights

Our explainable AI provides complete transparency - from feature importance rankings to causal relationships to confidence intervals. Your R&D team sees not just what the AI predicts, but exactly how it arrived there, turning every recommendation into a learning opportunity and every prediction into a stepping stone for innovation.

Feature Attribution Maps - Visualize exactly how each ingredient, parameter, and process variable contributes to the predicted outcome
Causal Pathway Analysis - Trace the logical connections from input parameters to performance predictions, understanding the "because" behind every "therefore"
Confidence Scoring - Know when to trust predictions completely (95%+ confidence) versus when additional validation might be warranted
Historical Precedents - See similar successful formulations that support the AI's reasoning, with direct links to source experiments

Empowering Scientists, Not Replacing Them

Hypothesis Validation - AI explanations either confirm your team's intuitions or reveal surprising insights worth investigating
Knowledge Transfer - Junior scientists learn from AI explanations that encode decades of collective R&D wisdom
Anomaly Detection - Understand why certain predictions differ from expectations, often revealing new scientific phenomena

When your team understands the reasoning, they don't just follow recommendations - they build upon them, refine them, and push boundaries even further. That's the difference between AI that dictates and AI that collaborates.

Faster Discovery Cycles

Our intelligent platform compresses years of iterative testing into weeks of targeted development, dramatically accelerating your path from concept to commercialization while preserving capital for what matters most - scaling winning formulations.

Parallel Hypothesis Testing - Evaluate multiple formulation strategies simultaneously through virtual screening
Failure Fast-Tracking - Identify dead ends after 3 experiments instead of 30, redirecting resources to promising paths
Knowledge Accumulation - Every experiment enriches the AI, making subsequent predictions even more precise

Real Impact, Real SavingsTime Saved:

Formulation optimization: 12 months → 5 months
Scale-up validation: 12 weeks → 6 weeks
Regulatory documentation: 4 weeks → 1 week

Resources Preserved:

50-70% reduction in raw material waste
60% fewer person-hours per project
75% less equipment time occupied
40% reduction in overall project costs

Strategic Advantages:

Get to the market by months
Pursue 2X more projects with the same team
Respond to customer requests in days, not months
Build IP portfolios faster with rapid iteration

Industry Applications

Polymerize empowers industries like polymers, chemicals, and advanced materials to revolutionize R&D with AI-driven precision. From designing sustainable polymers to optimizing high-performance composites, our platform accelerates innovation while slashing costs and development time. Whether you're creating next-gen batteries, eco-friendly packaging, or specialty chemicals, Polymerize transforms complex challenges into breakthrough solutions.

PolymersChemicalsAdvanced Materials

Optimize formulations for durability, flexibility, and sustainability.

“We successfully implemented Polymerize within the REHAU Group and achieved excellent results. We’re confident it can create the same value for our partners, which is why we’ve entered into a strategic collaboration with Polymerize.”Dr. Stefan Girschik, CEO of Meraxis Group

Labs - Key Features

Designed for Scientists Powered by AI

AI Engine

Stop guessing which combinations might work. Our predictive AI has already run millions of virtual experiments, learning from every success and failure to pinpoint exactly which experiments will deliver your target properties before you mix a single batch.

From Uncertainties to Precise PredictionsOur AI masters the complexity that overwhelms traditional approaches:

Multi-Component Intelligence - Optimize formulations with 20+ ingredients, understanding how co-polymers, curing agents, and additives interact at the molecular level
Processing Parameter Integration - Factor in temperature profiles, mixing sequences, and curing conditions for complete formulation prediction
Batch-to-Batch Consistency - Predict not just performance, but reproducibility and stability across production runs
Supply Chain Resilience - Instantly identify alternative formulations when key ingredients become unavailable

What our predictions deliver:

Exact Quantities - Not just which ingredients, but precise ratios down to 0.01 %
Performance Outcomes - Complete property predictions including tensile strength, thermal stability, and processability
Risk Assessment - Probability scores for meeting each specification requirement
Cost Optimization - Achieve targets with the most economical formulation possible

Our AI Engine has perfect recall of every experiment, understands every interaction, and predicts every outcome with higher accuracy. Input your requirements. Get your optimal formulation. Skip the guesswork.

Explainable AI Insights

See exactly how every ingredient, process parameter, and condition impacts your outcomes through clear visualizations and explanations. Our explainable AI shows its complete reasoning - from feature importance to interaction effects to confidence levels - ensuring your team never has to guess why a recommendation was made.
Transform complex algorithms into clear, actionable intelligence that your entire team can understand and trust.
No more blind faith in black-box predictions. Our transparent AI system explains every decision pathway, showing you why it will work - turning your scientists from AI skeptics into AI champions.

Complete TransparencyOur explainable AI delivers insights through multiple avenues:

Visual Impact Analysis - Interactive charts reveal how each parameter influences your target properties, from strongly negative to strongly positive impacts
Feature Importance Rankings - Instantly see which variables matter most
Decision Tree Visualization - Follow the AI's logic step-by-step, understanding how it weighs trade-offs between competing properties
Sensitivity Analysis - Discover which parameters offer the most leverage for optimization and which provide stability

What transparency enables:

Rapid Hypothesis Testing - Validate or challenge the AI's reasoning with your domain expertise
Knowledge Discovery - Uncover non-intuitive relationships (like how rotor speed affects tensile strength)
Risk Mitigation - Identify which parameters need tight control versus those with wider acceptable ranges
Team Alignment - Everyone from lab technicians to executives can understand the rationale

Trust Through Verification:

Cross-reference AI insights with physical principles
Compare predictions against historical successes
Validate reasoning through targeted experiments
Build confidence through consistent accuracy

When your team understands the "why," they don't just operate - they progress toward innovating. They spot opportunities that AI might miss. They are prepared to ask better questions. And they push boundaries with confidence. That's the multiplier effect of truly explainable AI.

Experiment Optimization

Stop losing insights in departmental silos. Our platform translates breakthroughs across disciplines instantly. Whether it's co-polymers, plastomers, additives, or curing agents, every piece of data enriches the whole, turning your diverse R&D efforts into a unified innovation engine.

Cross-Disciplinary Data Integration

Our platform connects everything:

Universal Material Library - All ingredients, materials, processing parameters, characterization methods, testing standards - searchable, comparable, and combinable in one system
Cross Intelligence - Apply learnings from polymer formulations to ceramic processing, or coating insights to adhesive development
Multi-Scale Integration - Connect molecular structures to bulk properties to application performance across all material classes

The power of connected knowledgeBreakthrough Capabilities:

Hybrid Material Development - Combine polymer expertise with ceramic properties for next-gen composites
Accelerated Technology Transfer - Solutions from one domain instantly accessible to all teams
Pattern Recognition Across Boundaries - AI identifies successful strategies that transcend material categories
Unified Quality Standards - Consistent testing and validation across all material types

Every experiment enriches the entire ecosystem, creating a compound knowledge effect that accelerates with each project.

SEM Image Analysis

Instantly extract particle sizes, distributions, morphologies, and surface features from SEM images with high accuracy. Our platform analyzes thousands of particles in seconds, turning subjective visual inspection into objective, quantitative data that directly fits into your formulation decisions.
Turn thousands of SEM images into actionable data with automated analysis that sees what human eyes miss. Our AI platform converts visual characterization into precise metrics, accelerating material understanding while eliminating subjective interpretation.

Our advanced image analysis delivers comprehensive insights:

Particle Size Distribution - Automatically measure thousands of particles, generating complete diameter distributions (5-55 μm range) with statistical confidence
Morphology Quantification - Characterize sphericity, roughness, aspect ratios, and surface features with nanometer precision
Porosity Analysis - Detect and quantify voids, calculate pore size distributions, and determine interconnectivity
Surface Texture Mapping - Extract roughness parameters, identify defects, and correlate surface features with performance

From Manual Hours to Automated InsightsTraditional Approach:

2-3 hours manually measuring 50 particles
Subjective interpretation varies between operators
Limited statistical significance
Missed subtle features

Polymerize Platform:

30 seconds to analyze 10,000+ particles
Consistent, reproducible measurements
Full statistical distributions with confidence intervals
AI detects features invisible to human analysis

Advanced Capabilities:

Multi-Scale Analysis - Correlate features from 10nm to 1mm automatically
Batch Processing - Analyze hundreds of images simultaneously
Quality Control Automation - Flag out-of-spec particles instantly
Structure-Property Correlation - Link morphology directly to material performance

Our AI analyzes your entire SEM dataset while you design the next experiment. Converting qualitative observations into quantitative specifications that drive formulation decisions and quality standards.

PolyGPT

PolyGPT reads scientific literature like a PhD researcher but works at machine speed. Upload papers, patents, technical reports, or images - get structured data, extracted formulations, and experimental parameters ready for your next project. Transform weeks of literature review into hours of strategic planning, ensuring every published insight informs your innovation pathway.

From Literature Chaos to Structured KnowledgePolyGPT masters the complexity of scientific information:

Intelligent Document Analysis - Upload papers, patents, or case studies and extract formulations, processing conditions, and performance data automatically
Image-to-Data Conversion - Transform graphs, charts, SEM images, and spectra into quantitative datasets ready for analysis
Cross-Reference Synthesis - Connect findings across multiple papers to identify trends, contradictions, and opportunities
Experimental Data Mining - Extract specific parameters buried in methods sections, supplementary materials, and figure captions

Your Scientific Literature Power ToolWhat PolyGPT Extracts:

Formulation Recipes - Component ratios, concentrations, and preparation methods from research papers
Processing Parameters - Temperature profiles, reaction times, and equipment specifications from patents
Performance Metrics - Mechanical properties, thermal data, and characterization results from case studies
Structure-Property Relations - Correlations and mechanisms described across multiple sources

Real Research Acceleration:

Literature review: 2 weeks → 2 hours
Data extraction from 50 papers: 3 days → 30 minutes
Patent landscape analysis: 1 week → 1 day
Competitive intelligence gathering: Manual (hard) → Automated (comprehensive)

Smart Planning Features:

Experiment Design Assistant - "Based on these 5 papers, design an optimization study"
Gap Analysis - "What conditions haven't been explored in this elastomeric sealing literature?"
Method Validation - "Compare our approach with published best practices from the reports"
Prior Art Search - "Find all similar formulations in patent literature"

PolyGPT ensures no critical insight stays buried in supplementary information or overlooked figures.

Testimonials