Traditional solvers break.
Sematryx explains why it doesn't.
When constraints are fuzzy, objectives conflict, or regulators ask "why"—Sematryx delivers optimized solutions with full audit trails for regulated industries.
Key Differentiator
Your Optimization Knowledge, Owned by YouPrivate Learning Store — Patent Pending
Unlike generic optimizers that start from scratch every time, Sematryx learns from your problems. The Private Learning Store ensures your optimization patterns, domain knowledge, and performance insights stay private to your organization—while accelerating every future optimization.
- ✓Isolated learning environment per organization
- ✓Cross-problem knowledge transfer within your domain
- ✓Performance improves with every optimization you run
- ✓Your competitive insights never leave your store
Private Store
Your data, your insights, your advantage
Continuous Learning
Gets smarter with every run
Cross-Problem Transfer
Portfolio insights inform supply chain decisions
AI-Native
Your Agents' Optimization Backend
Your AI agents shouldn't struggle with complex optimization math. Sematryx works as a tool your agents can call—send a problem, get back an optimized solution with full explanation the agent can reason about and present to users.
- ✓Claude, GPT, Cursor, and other AI tools can invoke Sematryx directly
- ✓Results include natural language rationale, not just numbers
- ✓Audit trails flow back to the orchestrating agent
- ✓Offload compute-heavy optimization to hosted infrastructure
Available via MCP protocol, REST API, or Python SDK—however your agents prefer to work.
Under the Hood
Sematryx Intelligence
Agentic, Interpretable, Adaptive optimization—three core capabilities that make Sematryx different from traditional tools.
Agentic
Meta-policy learning dynamically selects and coordinates solvers based on problem topology.
Interpretable
Dedicated explainability engine generates audit trails, decision rationales, and diagnostics.
Adaptive
Vector memory and knowledge graphs recall past optimizations to improve continuously.
Enterprise-Grade Features
Production-ready capabilities for regulated industries
Async Explainability
Background-processed explanations minimize performance overhead. Natural language summaries, technical logs, and visualizations run asynchronously so optimization doesn't wait.
Enterprise Compliance
Built-in regulatory compliance, safety constraints, and audit trails. Essential for financial services, healthcare, and manufacturing where regulations matter.
Domain Libraries
Pre-built solutions for finance, healthcare, supply chain, manufacturing, and more—all production-ready with industry-specific constraints and best practices.
Explore Domain Libraries →Visual Intelligence
CV-based optimization landscape analysis detects multimodal landscapes, identifies local optima clusters, and informs which optimizer gets selected for your problem.
Built for Your Industry
Domain-specific advantages, not generic optimization
Financial Services
- •Regulatory compliance built-in (Basel III, MiFID II, Solvency II)
- •Explainable decisions for audit trails
- •Learning from historical market patterns
Manufacturing
- •Safety-first optimization with hard constraints
- •Handles noisy sensor data and real-world uncertainty
- •Continuous learning from production data
Supply Chain
- •Optimizes under uncertainty and changing conditions
- •Multi-objective trade-off handling
- •Learns from historical demand patterns
Healthcare
- •Patient safety constraints enforced
- •Explainable decisions for review boards
- •HIPAA-aware data handling
Energy & Utilities
- •Real-time grid adaptation
- •Renewable intermittency handling
- •Multi-objective: cost, reliability, sustainability
AI/ML Research
- •Cross-problem learning accelerates experiments
- •Full explainability for publications
- •Hyperparameter and architecture search
How Sematryx Compares
Key differentiators vs. traditional optimization tools
| Feature | Other Tools | Sematryx |
|---|---|---|
| Problem Complexity | Simple constraints, single objectives | Complex multi-objective with fuzzy constraints |
| Explainability | Black box results | Full audit trails with decision rationale |
| Learning | Static—starts fresh every time | Private Learning Store improves with every run |
| Visual Intelligence | Mathematical analysis only | CV-based landscape analysis informs optimizer selection |
| Compliance | Build it yourself | Built-in for regulated industries |
| Integration | Manage multiple libraries | One API call, unified interface |
Simple, Transparent Pricing
Start free. Scale as you grow. Private Learning Store included in all paid plans.
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