World's First
AI-Native Chemical
Manufacturer
Engineered on the Interactive Virtual Reactor, powered by world's first Chemistry World Model.
Trusted by Industry Leaders
90%
Reduction in route-scouting time
60%
Fewer bench iterations to optimum
99%
Batch-to-batch reproducibility
30+
Reaction families covered
As featured in
Forbes
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.
The Challenge in R&D.
Manual searches, intuition routes, linear bench cycles, late-stage scale-up failures.
The IP Black Box
Manual patent searches miss prior art; infringement risk surfaces late.
The Synthesis Gamble
Pathways picked on intuition; over 40% fail on the first attempt.
The Experimental Trap
Linear bench cycles burn time, budget, and reagents to find conditions that work.
Economic Viability Failure
Promising molecules die late, once scale-up costs come into view.
Chemstack AI Platform. Target to scale-ready recipe.
One workspace
Replaces the ChemDraw, SciFinder, and ELN stack with one chemistry-grounded workspace.
Physics, not literature
Powered by the Chemistry World Model: DFT, frontier orbitals, transition-state energetics - for every atom in the mixture, handling real chemistry uncertainty at quantum scale.
Five connected artifacts
From a single target: Route, Reference Literature, DoE, Cost cascade, Procedure. All backed by quantum descriptors.
Audit-grade lock
Every recipe locks with a full decision trail. Every claim traceable to its chemistry.
Closed-loop R&D, every cycle.
- Plan. AI scores routes, drafts DoE plates, cascades cost from literature priors.
- Simulate. Chemistry World pre-flights kinetics, exotherms and yield, before glassware.
- Validate. The plate runs. Live yields, conversion and kinetics stream back.
- Learn. DoE priors get sharper. Cost reflects real SKUs. Route locks or pivots.
- Compound. Every result feeds the corpus. The next molecule starts ahead.
↻ More cycles → sharper chemistry → R&D that compounds.
Chemistry World Model: the engine under every artifact.
Reasons from computed quantum descriptors (DFT, frontier orbitals, transition-state energetics) for every atom in the mixture. The Virtual Reactor visualises the chemistry as it plays out.
A multi-step synthesis is hundreds of decisions at quantum scale. Nothing is fully deterministic. The CWM handles real chemistry uncertainty.
- DFT-grounded
- Frontier orbitals (HOMO/LUMO)
- Transition-state energetics
- Fukui descriptors per atom
Platform Capabilities.
Literature Intelligence
Patents · Papers · Preprints, read at scaleFTO surfaced in week one, not after kilo-scale.
Mines millions of patents, papers and preprints in seconds to extract key reactions, relevance scores, and step-level freedom‑to‑operate flags. De-risks the project from the very start.
- Chemistry-aware precedents
- Step-level FTO flags
- Patent-claim risk
- Conditions + yields extracted
Synthesis Intelligence
Disconnection-aware retrosynthesisRight route picked on day one, not week six.
Selected disconnection vs. alternatives, ranked by cost, feasibility, yield, and scale-readiness. Mapped literature per step.
- Disconnection alternatives
- Chemistry feasibility ranking
- Scale-readiness verdict
- Per-step yield prediction
Live Reactor Virtualisation
Live simulation, three-lens approvalsIn silico finds the recipe; the bench just confirms it.
DFT-driven live simulation of reactivity, exotherm, gas, pressure. Three-lens approvals (Process · Safety · Commercial) gate the lock. Every decision compounds the knowledge graph.
- DFT-driven reactivity
- Exotherm · gas · pressure
- Process · Safety · Commercial approval
- Audit-grade decision lock
Virtual pot · molecular dynamics · live KPIs · three-lens approvals.
Experimentation Intelligence
Reaction Configurations + bench-ready procedureFewer cycles, less reagent. Bench team starts running, not writing.
Reaction configurations per step with CWM-predicted yield, purity, cost, exotherm. Bench-ready procedure auto-generated, stoichiometry validated, hazards flagged, audit notes inline.
- DoE: catalyst · solvent · base
- Predicted yield · purity · exotherm
- Stoichiometry-validated procedure
- Hazard flags + audit trail
Commercial Intelligence
FTO + cost + vendor + scale, ranked from route oneFewer recipes die at scale-up. More reach manufacturing.
FTO, cost per kg, vendor lead time, scale viability. Bundled into one ranking from route one. Commercial signal alongside chemistry.
- Vendor cost cascade ($/kg)
- Geography-aware costing
- Scale viability score
- Per-route FTO check