mstack.ai
BACKED BY LIGHTSPEED & ALPHA WAVE

World's First
AI-Native Chemical
Manufacturer

We combine advanced artificial intelligence with chemical synthesis to accelerate discovery, optimize manufacturing, and deliver high-purity compounds at scale.

Trusted by Industry Leaders

Schlumberger
Baker Hughes
Pittsburgh Paints
Solenis
Veolia

90%

Reduction in Synthesis time

60%

Fewer iterations required

99%

Batch reproducibility

30+

Reaction capabilties

"Mstack is using artificial intelligence to power a new research and development platform that enables chemicals manufacturers to identify new ways to make chemicals no longer protected by patents."

Forbes

Industry Analysis

The Challenge

For decades, the pursuit of novel process chemistry has been hampered by critical roadblocks that impede innovation and result in expensive late-stage setbacks.

The IP Black Box

Manual literature & IP searches are slow and incomplete, creating significant downstream risk.

Current Method Manual Search
Risk Factor Critical
Business Impact Unforeseen Infringement

The Synthesis Gamble

Researchers must bet on pathways with little insight into likelihood of success.

Current Method Intuition Based
Failure Rate > 40% Initial Failures
Business Impact Development Delays

The Experimental Trap

Endless lab experiments consume time, budget, and materials in a slow search for optimal conditions.

Resource Load Extremely High
Optimization Speed Linear & Slow
Business Impact Budget Overrun

Economic Viability Failure

Promising molecules are often abandoned late in the R&D process as they prove economically unviable.

Discovery Stage Late Stage
Sunk Cost Maximum
Business Impact Lost Market Opportunity

To break these barriers, we built the

ChemStack AI Platform

Built on custom, in-house transformer models, Chemstack AI is the bedrock of our R&D, powering every step with intelligence and predictive foresight.

01

Literature Intelligence

Extracting Chemistry Knowledge

Mines millions of patents and papers in seconds to extract key reactions, relevance scores, and freedom‑to‑operate insights, de-risking project from the very start.

  • IP Insights
  • FTO Analysis
  • Patent Claims
  • Literature Summary
Patents scanned12.4M
Extraction accuracy99.2%
US Patent 10,452,12... identified FTO Flag
Novel reaction pathway mapped Verified
02

Synthesis Intelligence

Synthesising Scalable Pathways

Retrosynthesis engine recommends pathways ranked by cost, feasibility, and score, enabling the researchers to choose the best path before ever entering the lab.

  • AI-Recommended Pathways
  • Pathway Generation
  • Pathway Ranking
  • Feasibility Scoring
Recommended Pathways 34 candidates found
Path A
92%
Path B
74%
Path C
61%
Complexity
Low (3 steps)
Predicted Yield
84-88%
03

Costing Intelligence

Modelling Cost Scenarios

Generates granular, real-time cost projections for any synthesis route and simulates the financial impact of changing variables, ensuring that the chemical breakthrough is also a commercial success.

  • Granular projections
  • Real Time Pricing
  • Financial simulation
  • Reagents Optimization
$1,240/kg projected ↓ 24% vs. traditional
Raw Materials: $420
Energy: $180
Labor: $340
Waste/Haz: $300
04

Experimentation Assist

Recommending Optimized Reactions

Bayesian optimisation engine intelligently guides the next reaction conditions and procedure, learning from every iteration. It converges on optimal reaction conditions faster, saving invaluable time and resources.

  • Reaction Conditions
  • Reaction Procedure
  • Optimized Procedures
  • Yield Predictions
Bayesian Convergence 4.2x Faster
Optimal
Temp
74.2 °C
Time
140 min
Catalyst
2.1 mol%

Ready to accelerate your research?