The world's most capable applied chemistry and physics models for the industry

AI-Native R&D and Scale-up Infrastructure for Manufacturers.

Deploy Optagon's frontier science models to simulate the entire development pipeline. Evaluate millions of scenarios in minutes, and launch superior products faster than ever.

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Clone R&D and production with Optagon AI Models

Simulate millions of scenarios. Own the best one.

Run virtual physics and chemistry experiments across lab and production, optimizing dozens of targets within your priorities and constraints.

Constraint brief 6 active
Sensory
Match panel score · ref. #BC-45
Cost ceiling
€0.54 / Kg
Material properties
Viscosity 1.2–1.8 Pa·s · pH 6.4–6.8 · shelf 14 mo
Supply preferences
EU-sourced · dual-supplier · organic ≥ 70%
Regulations
EU 1169/2011 · adapt to UK HFSS · clean-label
Scale-up
Existing 12KL line · material properties unchanged · summer and winter formulations
Reasoning live
Simulating 1,200,000 candidates
Refining supply chain
Chemistry + physics modeling
1,000 high-potential candidates found
Applying regulatory constraints
Re-computing final properties
Simulating production process
100 manufacturable candidates
Applying cost constraints
Calculated 10 validated formulations
Validated formulations 10 / 1,200,000
ID Sens. Cost Stab. Shelf ⋯
01 BL-4471 9.4 9.1 9.6 9.3 ⋯
02 BL-4823 9.2 8.7 9.3 8.8 ⋯
03 BL-3902 8.6 8.4 8.3 8.1 ⋯
04 BL-5118 8.4 9.0 8.1 8.6 ⋯
05 BL-4206 8.2 8.5 7.9 7.7 ⋯
999 BL-0217 3.4 3.8 3.1 3.6 ⋯
1000 BL-0039 2.9 3.2 2.6 2.8 ⋯
Top formulations found. AI simulation time = 8:37 min
Access the world's best scientific models for your industry

Every industry. Its own science. Its own methods.

Each model carries deep scientific knowledge and the development philosophies your industry refined over decades.

00 · Optagon Intelligence

One Digital Technological Brain.

A unified layer that connects, simulates, and designs. It gives your team the power to test any idea, hypothesis, or concept in minutes and launch superior products faster than ever.

Optagon Mesh visualization
01 · Optagon Mesh
Audience
Manufacturers with deep R&D or production data, ready to unlock it through specialized science models.

Every data point, experiment, insight. Connected, enriched, unified.

Optagon Mesh unifies every experiment, insight, and manufacturing signal into one living scientific layer. Every complex question or project finds a refined answer inside it. Every new data point compounds your capabilities exponentially.

Data Integration Experiment Capture Scientific Context Rules R&D and Production History Unified Knowledge Brain
Talk to a specialist →
FoodTech formulation in action
02 · FoodTech
Audience
Food R&D teams, from reformulation to category-defining launches.

Set the brief, get top performance validated formulations.

Brief Optagon on your target flavor, texture, nutrition, cost, production line, and regulations. It simulates millions of candidates across lab and scale-up, and returns the ones that work at scale.

Ingredient Functionality Bread & Bakery Dairy Beverages Confectionery Sports Nutrition Sauces & Dressings Frozen & Ready Meals Plant-Based Meat & Protein
Talk to a specialist →
Optagon Fields visualization
03 · Polymers and Composites
Audience
Polymer converters and film manufacturers designing complex blends for performance, cost, and processability.

Define the target properties, automate expensive experimentation.

Brief Optagon on mechanical, optical, thermal, and processing targets. It simulates millions of blend candidates and returns the ones validated for your exact line, market objectives, and regulatory constraints.

Elastic Films Barrier Packaging Rigid Containers Fiber-Reinforced Composites Adhesive Systems Protective Coatings
Talk to a specialist →
04 · Cosmetics and Personal Care

Coming soon.

We are building dedicated cosmetics and personal care models. Get early access by joining the waitlist.

Join the waitlist →
05 · Industrial Materials

Coming soon.

We are building dedicated industrial materials models. Get early access by joining the waitlist.

Join the waitlist →
06 · Specialty Chemicals

Coming soon.

We are building dedicated specialty chemicals models. Get early access by joining the waitlist.

Join the waitlist →
Scientific AI

Proprietary science models for applied chemistry, physics, and engineering.

Context captured through millions of historical observations.

Optagon AI decodes the millions of molecular interactions that shape physical and chemical systems, then uses those signatures to characterize any new system.

Scientific context graph

Molecular models that map millions
of complex relationships to real properties.

Purpose-built neural networks that learn how chemical and physical components actually interact, translating every interaction into predictions for texture, stability, strength, and cost.

Molecular chemistry and physics models
INPUT HIDDEN 1 HIDDEN 2 OUTPUT
Storage modulus G' = 1,240 Pa
Loss modulus G'' = 380 Pa
Gibbs free energy ΔG = ΔH − TΔS
Protein structure α-helix → β-sheet
Newtonian viscosity τ = η ⋅ ṃ
Glucose C₆H₁₂O₆
Maxwell viscoelasticity σ + (η/E)⋅dσ/dt = η⋅dε/dt

Advanced architectures and execution
philosophies built to deliver real results.

Proprietary algorithms, model harnesses, and execution philosophies, engineered from first principles to run each science model at its full predictive capacity.

Execution architecture
Deliberation Agent
Fall-back Sim
Validation Engine
Analysis Agent
Cross-Intel Agent
Digital Lab Tool
Optimization Tool
Referencing Tool
Models
Neural Networks
Scale-up
Real-time Exec
Constraint Solver
Context Retriever
Property Predictor
Knowledge Store
Selected Cases

From brief to breakthrough.

Real R&D challenges. Validated outcomes that ship to market.

Case 01 · Ingredient Replacement · Bakery

Nine months of formulation work, compressed to three weeks.

A leading European bakery group needed to replace a key ingredient across their baked portfolio without changing flavor, texture, or the production workflow. Optagon shipped a validated reformulation in a single sprint.

Identical flavor Cost +5% max Same line EU suppliers Fat < 10% German regulatory
Time to validation
9 months → 1 month
Team size
4 scientists → 1 scientist
First-round success
22% → 94%
Case 02 · Biobased Elastic Film · Polymers and Composites

A 40% biobased elastic pallet film that runs on the existing line.

A European packaging manufacturer needed a 40% biobased elastic pallet film built from hybrid PLA, TPS, and bio-polyol blends. It had to match the fossil-based reference on elastic recovery, holding force, puncture resistance, and processability on the existing extrusion line.

40% biobased PLA / TPS blends Elastic recovery Puncture resistance Existing line ISO 14001
Formulations tested per run
hundreds → 1.0M
Lab testing
5 months → 4 weeks
Reference match rate
partial → 95–100%
By the numbers

A different scale of evidence per project.

Up to 2M
Formulations explored in minutes Market-winners emerge from every run
−90%
Reduction in experimentation Compared to traditional trial-and-error R&D
6×
Faster time to market Average speed gain across client projects
Capabilities

One platform. Eight ways to compete.

Whether you are entering a new category, defending margin against volatile inputs, or renovating an entire portfolio, Optagon gives your team the science to move first and stay ahead.

01 / 08

Enter new categories

Launch products that outperform incumbents from day one. In any category, any market.

02 / 08

Trend-driven development

Turn emerging market signals into production-ready products faster than competitors can prototype.

03 / 08

Portfolio extension

Expand winning brands into new formats, specs, and markets without restarting R&D.

04 / 08

Regulatory response

Navigate shifting compliance frameworks. Reformulate for new rules in weeks, not quarters.

05 / 08

Cost & supply adaptation

Redesign around alternative inputs the moment prices shift or supply breaks.

06 / 08

Brand & quality renovation

Renovate entire product lines to be healthier or more sustainable, without compromising performance, cost, or spec targets.

07 / 08

Engineered for your line

Every formulation designed for your exact production line from day one. Zero surprises at scale-up.

08 / 08

Process engineering

Model novel processing conditions, blend routes, and reaction pathways before any lab work begins.

For Leaders

Build what your category can't copy.

A select group of category leaders partner with Optagon to define the next decade of their industry. If you are setting the pace, not following it, we should talk.

  • 01
    Direct executive partnership Work directly with Optagon's scientific leadership to align the technology with your long-term category vision.
  • 02
    A compounding scientific asset Every project builds a proprietary intelligence layer your competitors cannot replicate or acquire.
  • 03
    Category-defining outcomes Ship products that set the benchmark your industry competes against, not the standard you react to.
We respond within 48 hours. Confidential. No sales pressure.