Three Intelligence Pillars
Sematryx is built on three core pillars of intelligence that work together to provide enterprise-grade optimization. Each pillar can be independently enabled to balance performance, explainability, and learning capabilities.
These pillars represent the fundamental intelligence capabilities that make Sematryx different from traditional optimization tools—enabling autonomous strategy selection, comprehensive explainability, and continuous improvement.
Overview
Agentic Intelligence
Multi-agent coordination for intelligent strategy selection. Research agents, validation engineers, and performance analysts collaborate to provide consensus-based optimization strategies tailored to your specific problem.
Key Benefits:
- • Automatically selects optimal algorithm for your problem
- • Reduces trial-and-error in strategy selection
- • Leverages domain expertise without manual configuration
- • Adapts to problem characteristics in real-time
Use Cases: Complex problems where you're unsure which algorithm to use, problems with unusual characteristics, or when you need the best strategy without manual tuning.
Interpretable Intelligence
Comprehensive explanation of all optimization decisions with configurable detail levels. Provides natural language summaries, technical decision logs, and visualizations—all processed asynchronously to minimize performance impact.
Key Benefits:
- • Full audit trails for regulatory compliance
- • Understand why specific strategies were chosen
- • Debug optimization failures with detailed logs
- • 22-26% performance boost with async processing
Use Cases: Regulated industries requiring audit trails, stakeholder communication, debugging complex optimization issues, or when transparency is critical.
Adaptive Intelligence
Self-improvement and continuous learning from optimization experience. Recognizes similar problems, recalls successful strategies, and improves performance over time through pattern recognition and cross-problem learning.
Key Benefits:
- • Gets faster and better with each optimization
- • Recognizes similar problems automatically
- • Applies lessons learned across problem types
- • Reduces optimization time for recurring problems
Use Cases: Organizations running many similar optimizations, long-term optimization projects, or when you want the system to improve automatically over time.
How the Pillars Work Together
The three pillars are designed to complement each other, creating a comprehensive optimization system that's intelligent, transparent, and continuously improving:
You can enable all three for maximum capability, or selectively enable only the pillars you need to balance performance and compute costs.
Cost vs Capability Trade-offs
Each core pillar can be independently enabled or disabled to balance performance and capabilities:
Minimal Cost (minimal preset)
Fastest execution, no AI overhead:
- • All core pillars disabled
- • Core optimization only
- • ~10-20% faster than full intelligence
Balanced (production preset)
Good performance with essential capabilities:
- • Agentic + Interpretable enabled
- • Adaptive disabled (no learning overhead)
- • Explanation level 2-3
Maximum Capability (research/enterprise preset)
Full capabilities, comprehensive explanations:
- • All core pillars enabled
- • Maximum agents, full learning
- • Explanation level 4-5
Developer Guides
Learn how to configure and use each pillar in your applications: