AI-Powered Optimization API

Solve complex resource allocation problems—with full explanations

Sematryx is an AI-powered optimization API that helps businesses solve complex resource allocation problems—like distributing marketing budgets, scheduling staff, allocating inventory, or optimizing portfolios—with full explanations for compliance and audit requirements.

Use our REST API or Python SDK for programmatic access, or describe your problem in natural language—no code required.

Built for regulated industries that need explainable, auditable optimization decisions.

Python SDK
REST API
CLI Tool
MCP Server
NewPatent Pending

Optimize in Plain English—No Code Required

Describe your optimization problem in natural language. Our AI agent guides you through problem formulation, collects parameters, and executes optimization—all without writing a single line of code.

Zero technical barrier—works for anyone with an optimization problem
AI agent asks clarifying questions and validates inputs in real-time
Dynamic domain extension—handles novel problems automatically
Perfect for marketing managers, operations teams, and domain experts
Conversational Optimization
U
You
"I want to optimize my marketing budget across Google, Facebook, and LinkedIn to maximize ROI"
AI Agent
"I understand you want to optimize your marketing budget. What is your total marketing budget?"
U
You
"$50,000"
Optimization Complete
Optimal Allocation:
Google: $28,500 (57%)
Facebook: $15,000 (30%)
LinkedIn: $6,500 (13%)
Total ROI: 242% • Expected Revenue: $171,000
No code needed

What You Can Solve

Problems that need more than math

When constraints are fuzzy, objectives conflict, or regulators want to know why—Sematryx delivers.

Portfolio Optimization

Balance risk, return, and regulatory limits with explainable allocation decisions that satisfy compliance teams.

Supply Chain & Logistics

Route optimization, inventory allocation, and demand planning with real-world constraints like driver hours and weather.

Healthcare Resource Allocation

Staff scheduling, bed management, and treatment planning with patient safety constraints and audit requirements.

Manufacturing & Operations

Production scheduling, quality optimization, and maintenance planning across complex multi-site operations.

AI-Native

Your Agents' Optimization Backend

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 explanations the agent can reason about and present to users.

  • Claude, GPT, Cursor invoke Sematryx via MCP protocol
  • Results include natural language rationale, not just numbers
  • Offload compute-heavy optimization to hosted infrastructure
Learn about MCP integration →
MCPAgent → Sematryx → Response
Agent Request
"Optimize portfolio for 8% return, max 30% single position"
Sematryx Response
allocation: [0.35, 0.28, 0.22, 0.15]
"Balanced risk-adjusted return while satisfying the 30% max position constraint..."
Agent to User
"I've optimized your portfolio. Here's the recommended allocation and why..."

Under the Hood

Sematryx IntelligencePatent Pending

Three core capabilities that make Sematryx different from traditional optimization tools.

Agentic Core

Uses Meta-Policy Learning to dynamically select and coordinate multiple optimization solvers based on problem topology and landscape characteristics.

Meta-Strategy SelectionMulti-Agent CoordinationDynamic Constraint Handling

Interpretable Layer

Delivers transparency via a dedicated Explainability Engine that generates audit trails, decision rationales, and visual diagnostics.

Decision RationaleFull Audit TrailsVisual Diagnostics

Adaptive Memory

Leverages Vector Memory (Qdrant) and Knowledge Graphs (Neo4j) to recall past optimizations and improve continuously.

Vector Context RetrievalKnowledge Graph MappingTransfer Learning

One API Call

Define your problem, set constraints, get an optimized solution. No infrastructure to manage.

Full Explainability

Every decision documented and traceable for audits and regulatory compliance.

Compliance Built-In

Domain libraries pre-configured for finance, healthcare, and other regulated industries.

Gets Smarter

Continuous learning means better results over time, automatically.

Natural Language Interface

Describe problems in plain English. No code or optimization expertise required. Patent pending.

Simple, Transparent Pricing

Start free, scale as you grow. All plans include access to the public learning pool.

Free

$0forever

Get started with optimization basics

  • 10 optimizations/month
  • 100 API calls/day
  • Public learning pool access
  • Community support
  • Basic documentation
Get Started

Starter

$29/month

For individual developers

  • 100 optimizations/month
  • 1,000 API calls/day
  • Public learning pool access
  • Email support
  • Overage billing available
Start Free Trial

Growth

$79/month

For small teams

  • 1,000 optimizations/month
  • 10,000 API calls/day
  • 3 concurrent jobs
  • Private Learning Store
  • Priority email support

Private Learning Store

  • 500 MB included
  • 2,000/month ops/mo
Start Free Trial

Pro

$299/month

For growing teams and power users

  • 10,000 optimizations/month
  • 100,000 API calls/day
  • 10 concurrent jobs
  • Private Learning Store
  • Priority support

Private Learning Store

  • 2 GB included
  • 10,000/month ops/mo
Start Free Trial

Enterprise

$999+/month

For large organizations with custom needs

  • 100,000+ optimizations/month
  • 1,000,000 API calls/day
  • 50 concurrent jobs
  • Private Learning Store
  • Dedicated support

Private Learning Store

  • 10 GB included
  • 50,000/month ops/mo
Contact Sales

Pay-As-You-Go Overage Rates

FeatureStarterGrowthProEnterprise
Optimization Overage
Beyond included monthly limit
$0.25/opt$0.10/opt$0.05/opt$0.02/opt
Private Learning Access
Beyond included monthly quota
$1.00/1K$0.50/1K$0.25/1K
Private Storage Overage
Beyond included storage (monthly)
$1.00/GB/mo$0.50/GB/moIncluded

Questions? Check out our pricing FAQ or contact us.

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