Large-Scale Optimization Decomposition Lab
Explore benchmark results for optimization decomposition methods
Enterprise OR, optimization, and decomposition demos by Aria AI
Explore benchmark results for optimization decomposition methods
Note Decomposition Lab
Note Benchmark data
Note Method selector
Benchmark OR solvers with meta-model advisor
Note Solver Benchmark Lab
Order promising with 3 fulfillment scenarios
Note Intelligent Order Promising and Fulfillment Engine
Note OrderPromise sample network data
Note OrderPromise risk predictors
Yard, dock and cross-docking optimization explorer
Note Yard Dock Cross-Docking Optimizer
Note YardDock sample scenarios
Note YardDock solver config
Field service parts, routing & inventory optimizer
Note FieldOps Service Parts & Field Operations Optimizer
Note FieldOps sample scenarios
Note FieldOps solver config
GPU cluster scheduling with policy comparison
Note ClusterCast GPU Cluster Workload Optimizer
Note ClusterCast sample workloads
Note ClusterCast scheduler config
Note PortfolioWave multi-project portfolio scheduler
Note PortfolioWave sample portfolios
Note PortfolioWave scheduler config
Electric fleet dispatch, routing & charging optimizer
Note FleetCharge electric fleet dispatch and charging optimizer
Note FleetCharge sample scenarios
Note FleetCharge solver config
Humanitarian logistics emergency response optimizer
Note ReliefOpt humanitarian logistics emergency response optimizer
Note ReliefOpt sample scenarios
Note ReliefOpt solver config
Integrated timetable and terminal resource optimizer
Note TermOpt integrated timetable terminal resource optimizer
Note TermOpt sample scenarios
Note TermOpt solver config
Water-energy-food nexus optimizer
Note NexusOpt water-energy-food nexus optimizer
Note NexusOpt sample scenarios
Note NexusOpt solver config
Explore optimized batch production and energy schedules
Note BatchForge batch production cleaning energy optimizer
Note BatchForge sample scenarios
Note BatchForge solver config
Explore retail pricing & inventory optimization scenarios
Note PriceForge dynamic pricing assortment inventory optimizer
Note PriceForge sample scenarios
Note PriceForge solver config
Circular waste network optimizer explorer
Note WasteLoop circular waste collection processing optimizer
Note WasteLoop sample scenarios
Note WasteLoop solver config
Note Optimization OS instance dataset
Note Optimization OS benchmark results
Note Optimization OS solver registry
Unified optimization-as-a-service platform console
Note Optimization Operating System interactive console
Hospital OR scheduling, SimPy, ML quantiles
Note Hospital Operations Command Center interactive console
Note Synthetic hospital operations scenarios
Note Hospital scheduling policy benchmarks
Note Hospital scheduling solver registry
Note Surgery duration and risk ML predictors
Integrated port berth, crane, yard, truck & rail optimizer
Note Port and Intermodal Terminal Digital Twin console
Note Synthetic port terminal scenarios
Note Port terminal policy benchmarks
Note Port terminal optimization solver registry
Note Port terminal uncertainty predictors
Reentrant fab scheduling with CP-SAT and WIP control
Note ReentFlow reentrant manufacturing WIP control optimizer
Note ReentFlow fab scenarios
Note ReentFlow benchmark results
Note ReentFlow solver config
Run airline disruption recovery and view recovery KPIs
Note Integrated Airline Disruption Recovery System
Note Airline disruption recovery scenarios
Note Airline disruption recovery benchmark results
Note Airline disruption recovery solver config
Simulate omnichannel order fulfillment and returns logistics
Note Omnichannel Fulfillment and Returns Control Tower
Note Omnichannel network and order scenarios
Note Omnichannel fulfillment and returns benchmark results
Note Omnichannel fulfillment solver config
Note Carbon-Aware Production and Energy Co-Optimizer (Space)
Note Carbon-Aware Co-Optimizer scenarios
Note Carbon-Aware Co-Optimizer benchmark results
Note Carbon-Aware Production and Energy Co-Optimizer (model card)
Edge placement and 5G network slice optimizer
Note SliceNet Edge Network Slicing Optimizer
Note SliceNet edge slicing scenarios
Note SliceNet optimizer config
Mega-project portfolio control tower explorer
Note PortTower mega-project portfolio control tower
Note PortTower portfolio scenarios
Note PortTower benchmarks and what-if
Note PortTower control tower config
Meta-learning solver selection and adaptive portfolio
Note SolverPort automated optimization solver portfolio
Note SolverPort instance feature dataset
Note SolverPort solver performance benchmarks
Note SolverPort solver selection model
Compare RouteFinder, OR-Tools, and hybrid VRP solvers
Note RouteLab classical vs neural vs hybrid VRP benchmark
Note Neural-classical VRP benchmark results
Note RouteLab solver selector
Industrial DoE, surrogate BO, scale-up and MPC
Note ScaleLab experiment-to-scale industrial optimization lab
Note ScaleLab benchmark instances
Note ScaleLab benchmark results
Note ScaleLab surrogate configuration
Predict-then-optimize retail inventory engine
Note StockForge predict-then-optimize retail engine
Note Retail forecast-optimize benchmark
Note StockForge optimizer config
FJSSP CP solver selection with adaptive 30s budget
Note MetaSolver-FJSP FJSSP solver selection engine
Note MetaSolver-FJSP instance features
Note MetaSolver-FJSP solver performance
Note MetaSolver-FJSP selection model
NL to MILP via structured binding and Pyomo
Note OptiCoder text-to-MILP multi-agent console
Note OptiCoder structured binding cases
Note OptiCoder benchmark results
Note OptiCoder agent pipeline model card
Note OptiCoder agent pipeline model
Multi-problem CO solver benchmark on FrontierCO
Note FrontierCO Solver Arena — 8-problem CO benchmark
Note FrontierCO instance features
Note FrontierCO solver performance dataset
Note FrontierCO algorithm selection model
Natural language to MiniZinc compile-repair-solve
Note MiniZinc Copilot NL compile-repair-solve
Note minizinc-debug-100k synthetic repair dataset
Note minizinc-codegen-coder Learn2Zinc SFT
Note minizinc-repair-coder debug repair SFT
Note MiniZinc Copilot pipeline config
Note MiniZinc Copilot benchmark results
BUILD, REVISE, EXPLAIN OR from workspaces
Note ORForge full-lifecycle OR engineering agent
Note or-agent-execution-traces execution logs
Note ORForge OR-Space benchmark results
Note ORForge agent pipeline model card
Retail supply-chain MILP decision agent
Note RetailOpt Decision Agent interactive console
Note RetailOpt-10K Verified solver-validated scenario corpus
Note Backend comparison on RetailOpt benchmark
Note RetailOpt multi-backend decision pipeline
Note RetailOpt fine-tuned codegen model
Adaptive last-mile routing under uncertainty
Note Adaptive last-mile routing delivery day simulator
Note Stochastic last-mile re-optimization benchmark
Note LastMileAdapt re-optimization policy selector
Neural + classical 2D nesting optimizer
Note Industrial 2D cutting and nesting optimizer
Note Nesting optimizer strategy benchmark
Note Neural placement policy for guided search
Unified OR foundation dataset explorer
Note UnifiedOR foundation dataset builder and explorer
Note UnifiedOR-100K unified operations research dataset
Note UnifiedOR domain classifier for OR problem text
Warehouse process mining digital twin
Note Warehouse process mining digital twin
Note Warehouse process mining benchmark on logistics movements
Note Warehouse optimization advisor model
Multi-task OR reasoning model console
Note OR Reasoning multi-task console
Note OR Reasoning SFT training corpus
Note OR Reasoning benchmark results
Note OR Reasoning 7B SFT (QLoRA)
Note OR Reasoning 7B GRPO with solver rewards
Multi-layer OR RAG with citations
Note OR Knowledge Copilot — multi-layer formulation and solver RAG
Note OR Knowledge Copilot corpus and QA benchmark
Note OR Knowledge Copilot hybrid retriever index
Alert-to-playbook RAG with Sigma and MITRE
Note SOC Playbook RAG — alert to playbook, Sigma, MITRE
Note SOC Playbook RAG corpus and QA benchmark
Note SOC Playbook RAG hybrid retriever index
Clause risk RAG with negotiation playbooks
Note Contract Clause RAG — risk playbooks and supplier compare
Note Contract Clause RAG corpus and QA benchmark
Note Contract Clause RAG hybrid retriever index
RFQ document + price-table hybrid RAG
Note Procure Hybrid RAG — RFQ documents plus structured quotes
Note Procure Hybrid RAG corpus and QA benchmark
Note Procure Hybrid RAG hybrid retriever index
HSE RAG over procedures, figures, nameplates
Note HSE Multimodal RAG — procedures, figures, nameplates, permits
Note HSE Multimodal RAG corpus and QA benchmark
Note HSE Multimodal RAG hybrid retriever index