Build, Use, or Automate
Optimization Solutions
for any challenge
Three paths to optimal decisions: build models with AI, use proven solutions from the community marketplace, or connect your AI agent via MCP.
The optimization platform for humans and AI agents alike.
Three ways to optimize
Build models with AI, use proven solutions from the community marketplace, or connect your AI agent via MCP.
Understand your solution
Don't just solve — understand. Every result comes with the reasoning behind it.
Shadow prices & binding constraints
See which constraints actually limit the optimum, and how much each one would buy you if relaxed.
Variable reduced costs
Know which decisions are pinned at their limits — exact for LP, approximate for MIP.
One-click AI explanation
Turn shadow prices and reduced costs into plain language, grounded strictly in your actual numbers.
We tell you exactly which constraints conflict
Most solvers just say "no solution." JAOT pinpoints the conflict and shows you how to fix it.
The exact conflict set
JAOT isolates the minimal set of constraints and bounds that can't all hold at once — and highlights them on the result page.
How to fix it, in plain language
A one-click AI explanation names the conflicting requirements and suggests concrete fixes: which bound to widen, which limit to relax.
Honest by design
When a model is too large for an exact conflict set, JAOT says so and clearly flags the explanation as heuristic — never a confident guess.
AI Agents Meet Optimization
JAOT is an optimization platform natively accessible to AI agents. Connect any MCP-compatible agent to solve optimization problems end-to-end.
Discover
Agent finds JAOT via MCP or /.well-known/llms.txt
Authenticate
Secure access with API key authentication
Solve
Create model, set parameters, run the solver
Results
Get optimized solution programmatically
Problem Solving
Templates
File Import
Marketplace
Execution
Account
Built for everyone who optimizes
Real-world optimization, solved
Build custom models with AI or activate proven solutions from the marketplace.
Vehicle Routing
A logistics company delivers to 50 locations with 8 trucks. Optimized routes reduced total distance by 23%, saving fuel and driver hours.
Employee Scheduling
A hospital schedules 120 nurses across 3 shifts while respecting availability and labor regulations. Automated scheduling cut planning time from 8 hours to minutes.
Budget Allocation
A marketing team distributes $2M across 12 channels to maximize conversions. Optimization found a 31% better allocation than manual planning.
Production Planning
A manufacturer plans weekly production across 5 lines with material constraints. Optimized plans increased throughput 15% without additional capacity.
Supply Chain Network
A retailer selects warehouse locations to serve 200 stores at minimum cost. Network optimization reduced logistics spend by 18%.
Resource Assignment
A consulting firm assigns 80 consultants to 25 projects matching skills and availability. Optimization improved utilization from 72% to 89%.
Up and running in minutes
Choose a template or start from scratch
Browse 100+ pre-built templates or open the visual builder to create your own model from a blank canvas.
Set variables and constraints visually
Use the drag-and-drop interface to define your optimization model. Set objectives, add constraints, and configure variable types.
Solve and explore results
Hit solve and watch results come in real-time. Analyze variable values, sensitivity data, and export your solution.