Market Research by Lokad
Lokad’s Market Research series offers a detailed, no-nonsense look at various software solutions in specific industries and verticals. Each page compares vendors on their real technical capabilities—probabilistic forecasting, joint pricing-inventory optimization, automation, and more—while cutting through the buzzwords.
| Market Study | Details |
|---|---|
| TCO of SAP IBP vs Lokad | Head-to-head cost modeling for a hypothetical $1B manufacturer. Compares Year-1, run-rate, and 5-year TCO across optimistic/typical/pessimistic scenarios. Highlights non-license overhead (SIs, Integration Suite, SAC seats, training, AMS) versus Lokad’s flat subscription, unlimited users, and SCS-led decision automation. Includes assumptions, sensitivities, and a decision checklist. Read more at TCO of SAP IBP vs Lokad, November 2025. |
| Autonomous Supply Chain Optimization Software | Benchmarks leading suites on true autonomy—joint inventory-and-pricing optimization, probabilistic forecasting, and decision automation—separating unified platforms from acquisition patchworks and marketing vapor. Calls out overhyped “demand sensing” and human-in-the-loop dependencies that undercut self-driving claims. Read more at Autonomous Supply Chain Optimization Software, November 2025. |
| Probabilistic Forecasting in Supply Chains | Compares how major vendors interpret and implement probabilistic forecasting. Contrasts Lokad’s full-distribution, decision-driven approach with competitors’ partial or buzzword-based offerings. Evaluates who genuinely models uncertainty vs. who just talks about it. Read more at Probabilistic Forecasting in Supply Chains, July 2025. |
| Fashion & Apparel Supply Chain Optimization Software | Reviews supply chain platforms tailored for fashion and apparel, where volatility, short product lifecycles, and complex size curves demand joint optimization of inventory, pricing, and assortments. Cuts through marketing to assess each vendor’s real ability to automate and unify these decisions. Read more at Fashion & Apparel Supply Chain Optimization Software, July 2025. |
| A critical review of 2024 Gartner Magic Quadrant for Supply Chain Planning Solutions | Critiques the 2024 Magic Quadrant for Supply Chain Planning Solutions—its methodology and vendor rankings—through a skeptical, evidence-driven lens. Challenges the illusion of objectivity, highlights pay-to-play dynamics, legacy vendor dominance, inflated AI claims, and low real-world adoption rates. Exposes the disconnect between marketing promises and actual technical depth. Read more at A critical review of 2024 Gartner Magic Quadrant for Supply Chain Planning Solutions, April 2025. |
| Automotive Aftermarket Optimization Software | Evaluates key vendors specializing in joint inventory, pricing, and assortment for the automotive aftermarket. Highlights technical evidence of probabilistic modeling for highly intermittent demand, part interchangeability, and other aftermarket complexities. Read more at Automotive Aftermarket Optimization Software, February 2025. |
| Aviation MRO Optimization Software | Focuses on airlines and MRO providers needing to balance deep long-tail spares, intermittent demand, and criticality (AOG risk). Reviews software solutions—some claim “AI,” others deliver real probabilistic lead-time forecasting—for a hyper-complex environment. Read more at Aviation MRO Optimization Software, February 2025. |
| eCommerce Optimization Software | Ranks top eCommerce platforms claiming to jointly optimize inventory, pricing, and assortment. Takes a hard look at vendor “AI” marketing vs. genuine capabilities, with an emphasis on probabilistic forecasting for long-tail, online-specific demand patterns. Read more at eCommerce Optimization Software, February 2025. |
| Enterprise Inventory Optimization Software | Examines vendors offering enterprise-scale solutions for inventory optimization. Scrutinizes the presence (or absence) of true stochastic models, automated decision-making, and how vendors back up “AI/ML” claims with real engineering detail. Read more at Enterprise Inventory Optimization Software, February 2025. |
| Retail Optimization Software | Delves into the retail sector (brick-and-mortar and omnichannel), featuring solutions that promise integrated pricing, assortment, and replenishment. Investigates how vendors address complex cross-product effects like cannibalization, perishability, and promotional spikes. Read more at Retail Optimization Software, February 2025. |
| Spare Parts Optimization Software | Focuses on aftermarket and service parts across multiple industries. Evaluates vendor tech for tackling highly variable demand, repairables (rotables), and multi-echelon distribution networks. Separates legacy rule-based approaches from true probabilistic optimization. Read more at Spare Parts Optimization Software, February 2025. |
| Supply Chain Optimization Software | Surveys a broad set of end-to-end supply chain suites. We benchmark the software’s handling of economic-driven decisions vs. old-school static safety stocks. Considers scalability, integration challenges, and whether the “AI revolution” claims hold any water. Read more at Supply Chain Optimization Software, February 2025. |
| Supply Chain Planning and Forecasting Software | Compares leading planning and forecasting platforms on their capacity for probabilistic vs. deterministic forecasting, automation depth, and real-world performance. Dissects which solutions truly drive optimized decisions rather than just churning out forecast numbers. Read more at Supply Chain Planning and Forecasting Software, February 2025. |
Below, a list of software vendors, peers of Lokad, that we have reviewed.
| Company | Description |
|---|---|
| Dassault Systèmes | Industrial planning and manufacturing software spanning Quintiq production, logistics and workforce planning, Ortems scheduling, and adjacent Apriso execution and DELMIAWorks ERP. |
| 3SC Solutions | Supply chain planning and transport management software, combined with managed logistics execution and coordination services. |
| Aera Technology | Platform for connecting enterprise data, composing decision logic, applying policies, and executing actions across planning and operational systems. |
| Afresh | Grocery software for store ordering, inventory counting, prepared-food production, recipe management, and distribution-center buying, originally developed for fresh food. |
| AGENTS.inc | Software agents for supplier discovery, market research, promotional content production, and sales qualification, supplied with integration and ongoing maintenance. |
| AIMMS | Mathematical optimization platform for custom decision applications, with SC Navigator for supply chain network design, tactical planning, and inventory scenarios. |
| Algonomy | Retail forecasting, replenishment, merchandising, and supplier collaboration software, alongside customer-data and ecommerce personalization products; part of ADA since 2026. |
| Anaplan | Cloud modeling platform and packaged applications for financial and supply chain planning, including demand forecasting, inventory policies, constrained supply planning, and purchase and production recommendations. |
| Antuit.ai | Retail and consumer-goods forecasting, inventory ordering, allocation, and lifecycle-pricing applications, now sold as Zebra Workcloud Demand Intelligence, with a customer modeling platform. |
| AnyLogic | Simulation modeling and cloud execution software, with anyLogistix providing supply chain network design, inventory-policy analysis, transportation modeling, and risk simulation. |
| Arkieva | Manufacturing planning suite covering forecasting, inventory, replenishment, production, and scheduling, with configurable constraint models and public integration APIs. |
| Asper.ai | Demand planning and revenue growth management software for consumer goods, covering pricing, promotions, assortment, and commercial decision workflows. |
| aThingz | Managed logistics software for transportation planning, shipment execution, cost-to-serve, financial reconciliation, and master data, with inventory and forecasting extensions. |
| Atoptima | Optimization solvers for transport routing, freight consolidation, loading, warehouse picking, and scheduling, available through APIs and the Galia planning interface. |
| autone | Retail inventory software for seasonal buying, store allocation, replenishment, supplier reordering, and transfers between stores. |
| B2Wise | DDMRP replenishment, manufacturing scheduling, and forecasting software, with training, ERP integration, and CommWise tools for building custom applications. |
| Bluebird Optimization | Optimization consultancy developing custom mathematical models, algorithms, and software components for inventory, production, and logistics applications. |
| Blue Ridge Global | Software for demand forecasting, purchasing, inventory positioning, production planning, and integrated business planning, with continuing practitioner support. |
| Blue Yonder | Supply chain planning and execution suite spanning replenishment, production, order promising, warehousing, transport, and returns, with published probabilistic-demand research and a heterogeneous application portfolio. |
| Board | Enterprise planning software for finance, retail, and supply chain teams, combining configurable models, forecasting, capacity and inventory planning, scenarios, and approval workflows. |
| Bright Insights | Retail market intelligence collecting competitor prices, availability, assortment, and sales estimates, delivered through dashboards, data feeds, and an AI assistant. |
| C3.ai | Enterprise AI platform with applications for demand planning, inventory optimization, production scheduling, and sourcing. |
| Centric Software | Product lifecycle management, retail planning, pricing, inventory, market intelligence, and product content software for consumer-goods businesses. |
| ClearOps | Dealer-network connectivity, spare-parts inventory planning, and workshop software for machinery manufacturers, with a Celonis-based planning application. |
| Colibri | Cloud forecasting, replenishment, and S&OP software using configurable planning policies, scheduled calculations, planner approvals, and ERP order exports. |
| COMET | Incident investigation, root cause analysis, and supplier-assurance software, with configurable risk scoring and AI analysis of safety and quality records. |
| Coupa | Spend-management platform with LLamasoft-derived tools for supply chain network design, transportation, inventory policies, and scenario analysis. |
| Daybreak | Supply chain planning software with agents for data preparation, demand forecasts, policy-based delegation, and forecast-override evaluation. |
| DecisionBrain | Custom planning, scheduling, routing, and resource-allocation applications built with the DB Gene development platform and DBOS computational services. |
| DeepVu | Cloud supply chain decision models and custom services using reinforcement learning, simulated disruptions, and external economic signals. |
| DemandCaster | Cloud demand, inventory, production, and distribution planning, now Plex SCP within Rockwell Automation, with ERP integration and planner-led S&OP. |
| Demand Driven Technologies | Manufacturing and distribution planning using DDMRP buffers for replenishment, production scheduling, and S&OP; now offered as Intuiflow by Algo. |
| Dista.ai | Location intelligence software for field sales, debt collection, delivery routing, and geographic network planning. |
| E2open | Multi-enterprise software for planning, supplier collaboration, logistics execution, international trade, and channel operations, connected through the e2net trading-partner network. |
| EdgeVerve | Infosys TradeEdge software for partner-data integration, order orchestration, traceability, and transaction automation, now presented within Topaz AI Next. |
| Elixum | Avatar supply chain planning and scheduling with the Hypertrust collaboration platform, acquired with Camelot by Accenture. |
| eLogii | Cloud route optimization, field-service scheduling, dispatch, and delivery execution, with configurable heuristics, driver applications, and APIs. |
| Epicor | ERP software for manufacturing and distribution, with Smart-derived probabilistic inventory planning and Prism agents for operational workflows. |
| Factible Tools | Cloud software for supply chain network design and tactical production, sourcing, and capacity scenario planning. |
| Flowlity | Probabilistic demand and inventory planning over ERP data, with supply orders, supplier collaboration, scheduled policy updates, and a conversational assistant. |
| FourKites | Freight visibility, inventory monitoring, yard coordination, and AI agents that automate logistics communications and execution across operational systems. |
| GAINSystems | Supply chain planning and inventory optimization software with economic policy calculations, lead-time prediction, purchasing automation and network design. |
| Ganacos | French cloud platform for collaborative demand, supply, production, and financial planning, with configurable Chulengo models and the Condor AI assistant. |
| GEP | Procurement and supply chain software for sourcing, purchasing, invoicing, supplier collaboration, and demand planning, now consolidating under GEP Quantum Intelligence. |
| Getron | Cloud applications for retail replenishment, allocation, purchasing, markdowns, and pricing, with automated work orders. |
| GMDH Streamline | Demand forecasting, replenishment, material requirements planning, and production scheduling, with cloud and self-hosted deployment and ERP order exchange. |
| GoComet | Freight quotation and negotiation, shipment coordination and tracking, and invoice reconciliation, with an early-access agent layer for logistics workflows. |
| Goflow | Ecommerce operations platform for multichannel listings, orders, inventory, purchasing, and fulfillment, with configurable routing and historical-sales replenishment. |
| IBM | Order management, inventory visibility, delivery promising, and fulfillment optimization through IBM Sterling, alongside configurable supply chain planning in Planning Analytics. |
| Ikigai Labs | Data reconciliation, forecasting, and planning applications built on graphical models and programmable workflows, now part of Celonis. |
| Impact Analytics | Retail software for forecasting, financial and assortment planning, inventory allocation and replenishment, and pricing, with configurable execution and conversational assistants. |
| Infor | Enterprise software for demand and supply planning, production scheduling, ERP integration, and logistics visibility through Infor Nexus. |
| INFORM | ADD*ONE demand planning, replenishment, and series-production planning, within a broader portfolio of logistics, aviation, and operational scheduling applications. |
| InterDynamics | Planimate simulation and custom decision-support applications for mines, railways, ports, and industrial logistics, alongside separate fatigue-risk software. |
| Intuendi | Cloud demand forecasting, inventory planning, and replenishment software with supplier and container constraints, plus conversational planning assistants. |
| InventoryPath | Inventory consulting, implementation, and operational audits from AvanSaber, alongside warehouse visualization and narrowly scoped Shopify applications awaiting approval. |
| John Galt Solutions | Atlas software for demand, inventory, supply, production scheduling, and distribution planning, alongside the ForecastX Excel forecasting application. |
| ketteQ | Demand, supply, inventory, and service-parts planning across existing enterprise systems, with PolymatiQ scenario calculations and Quintus agents. |
| Kimaru AI | Decision platform connecting enterprise data and planner rules to compare production, inventory, and logistics actions, with approvals and outcome tracking. |
| Kinaxis | Maestro combines concurrent demand, supply, inventory, and production planning with scenario simulation, custom algorithms, agents, and order and transport orchestration. |
| Lanner | Witness simulation software for manufacturing and logistics, with custom process models, scenario experiments, and engineering consulting from Haskoning. |
| LeanDNA | Factory materials planning and procurement software that consolidates ERP data, recommends inventory policies and purchasing actions, and coordinates suppliers with ERP write-back. |
| Logility | Aptean-owned software for demand forecasting, inventory, manufacturing, network design and order allocation, with an operational orchestration layer. |
| Manhattan Associates | Software for warehouse and transportation execution, order management, demand forecasting, allocation, and inventory planning. |
| Microsoft Dynamics 365 | ERP software for purchasing, inventory, manufacturing, warehousing, and order execution, with demand planning, material planning, inventory visibility, and procurement agents. |
| MJC² | Transport, warehouse, production, and workforce scheduling, with inventory replenishment and custom development for operational constraints. |
| NETSTOCK | ERP-connected inventory forecasting and replenishment software, with supplier-risk analysis, recommended orders, planning exceptions, and collaborative planning. |
| o9 Solutions | Enterprise planning suite spanning IBP, demand planning, supply planning, control tower workflows, inventory optimization, and adjacent commercial planning on one integrated platform. |
| Omnifold | Customer-specific AI models for demand, inventory, production, and materials planning, with planner context and automated model experimentation. |
| Omniful | Cloud order, warehouse, and transport software for omnichannel retailers and logistics providers, coordinating inventory, fulfillment, shipping, and returns. |
| OMP | Manufacturing planning suite combining industrial solvers, stochastic inventory policies, and AI-assisted scenarios; the review examines their economic coordination and maintenance costs. |
| OnePint.ai | Inventory availability and finished-goods planning software combining OneTruth channel inventory with Pinto forecasting, purchasing recommendations, and exception handling. |
| OPTANO | Custom optimization applications for network design, production, transport, inventory, and workforce planning, with a public .NET modeling interface and solver integration. |
| Optilogic | Supply chain network design platform combining mathematical optimization, event simulation, policy search, data preparation, and assisted model construction. |
| Optilon | Supply chain consulting and software integration, combining partner planning engines with Optilon’s integration, collaboration, and analytical applications. |
| OptimiX | Retail pricing, demand forecasting, and replenishment applications, with competitor product matching and assortment benchmarking. |
| Oracle | Enterprise SCM suite covering planning, procurement, manufacturing, inventory, order management, and logistics, with configured planning policies and transaction execution. |
| Orkestra SCS | Logistics orchestration software combining shipment and order visibility, booking approvals, configurable exception workflows, and freight-consolidation tools. |
| ORTEC | Routing, loading, dispatch, delivery scheduling, and inventory-routing software, with custom planning applications and workforce scheduling. |
| Palantir | Enterprise data and application platform connecting business entities, models, agents, and operational actions, including supply chain allocation and planning applications. |
| Pando.ai | Transportation management software covering freight procurement, load planning, carrier execution, tracking, and freight audit; acquired by Fleetx in 2026. |
| ParkourSC | Cloud platform for shipment and asset monitoring, cold-chain quality records, and configured operational workflows, extended into manufacturing batch analysis through Quartic. |
| PartnerLinQ | Cloud software for EDI partner connectivity, transaction orchestration, demand planning, and logistics recommendations. |
| Pecan AI | Predictive analytics platform and DemandForecast.ai offering for demand forecasts, model monitoring, and integration into existing planning systems. |
| Perfect Planner | Material-planning software that analyzes MRP data, ranks daily planner-buyer tasks, and tracks shortages, inventory imbalances, and supplier performance. |
| Pigment | Cloud platform for building multidimensional financial and operational planning applications, with forecasting, scenarios, model-building agents, and supply chain applications. |
| PlanetTogether | Manufacturing planning and scheduling software using resource-specific rules to sequence production around materials, capacity, labor, and setup constraints; part of CAI Software. |
| Plan Optimus | Enterprise planning software combining demand, supply, distribution, and financial plans with scenarios, agent workflows, and mathematical optimization. |
| Pluto7 | Google Cloud services and Planning in a Box software for enterprise data integration, forecasting, inventory analysis, and agent-assisted operational workflows. |
| ProvisionAi | Truck-load optimization and network scheduling software that converts replenishment plans into capacity-constrained movements and physical loading instructions. |
| PTC | Service-parts planning and optimization through Servigistics, with ServiceMax for field-service execution and technician scheduling. |
| Pyplan | Python-based platform for building supply chain and financial planning applications with visual models, scenarios, workflows, and agents. |
| QAD | Manufacturing ERP and planning software covering demand, procurement, production and distribution, alongside Redzone factory workflows and ChampionAI administrative automation. |
| RELEX Solutions | Broad planning suite for retail, consumer goods, and supply-chain operations, with scope across forecasting, inventory, replenishment, and store-related planning workflows. |
| River Logic | Optimization software for network, capacity, sourcing, and allocation decisions, combining visual business models, financial objectives, and scenario analysis. |
| Salesforce | CRM and operational applications for account forecasting, order fulfillment, field-service scheduling, trade promotions, and agent-driven business processes. |
| SAP | ERP-centered suite combining demand forecasting, multistage inventory targets, constrained supply planning, and warehouse and transport execution; IBP links stochastic stock placement to separately configured supply optimization. |
| SCM Globe | Browser-based supply chain modeling and simulation for products, facilities, vehicles, and routes, with educational, professional, enterprise, and military editions. |
| Scortex | Manufacturing visual-inspection systems combining cameras, local anomaly detection, automatic part rejection, and quality reporting; a TRIGO subsidiary. |
| Siemens | Production planning, scheduling and manufacturing execution software centered on Opcenter, with configurable factory rules, simulation, and integration with engineering and shop-floor systems. |
| Sigma Computing | Warehouse-backed analytics and application software with spreadsheet workbooks, configurable planning workflows, Python execution, and agents. |
| Silvon Software | Business intelligence and planning platform for manufacturers and distributors, combining a data hub, operational reporting, forecasts, and inventory calculations. |
| Simcel | Integrated business planning software for simulating demand, supply, financial outcomes, and emissions, with scenario comparison and a conversational assistant. |
| SKU Science | Cloud demand forecasting and S&OP software with forecast overrides, performance tracking, product lifecycle handling, and ERP exports. |
| SkyPlanner | Production scheduling software that assigns factory jobs to workstations, accounts for materials and shifts, and updates shop-floor work queues through ERP integration and configurable priorities. |
| Slimstock | Slim4 forecasts demand and calculates inventory targets and replenishment orders, with ERP execution interfaces and supplier-data automation; its planning model centers on service policies and ongoing parameter maintenance. |
| Solvoyo | Cloud supply chain software for forecasting, inventory, production, fulfillment, transportation, and network design, with maintained optimization models and ERP integration. |
| Sophus Technology | Supply chain network design and planning software for facility choices, production, inventory, and transportation, with data preparation and scenario comparison. |
| StockIQ Technologies | Demand forecasting, inventory policies, purchase and transfer order generation, supplier monitoring, and manufacturing replenishment with ERP integration. |
| Sunstice (formerly FuturMaster) | Supply chain planning and revenue growth management suite covering forecasting, inventory, production scheduling, pricing, promotions, and scenario planning. |
| SupplyBrain | Warehouse analytics software combining equipment-data collection, predictive maintenance, and material-flow simulation to support maintenance, slotting, and staffing decisions. |
| SymphonyAI | Retail software for demand forecasting, replenishment, allocation, merchandising, and GOLD store and warehouse operations. |
| Syncron | Aftermarket software for manufacturers and dealer networks, covering service-parts inventory and replenishment, pricing, warranty, and service contracts. |
| Syren | Supply chain control towers and custom data applications for delivery monitoring, scheduling, inventory allocation, markdown recommendations, and conversational analytics. |
| The Owl Solutions | Supply chain performance-management software combining operational data into dashboards, scorecards, assigned tasks, and conversational analysis. |
| Thoucentric Labs | Forecasting and analytics products for demand, commodity prices, operational scenarios, and manufacturing quality, offered within Thoucentric’s consulting business. |
| ThroughPut | Industrial supply chain analytics for bottleneck detection, capacity planning, inventory replenishment, and prioritized operational recommendations. |
| TigerGraph | Distributed graph database and analytics platform for mapping supply networks, tracing dependencies, and building custom applications for disruption analysis. |
| ToolsGroup | Decision planning suite combining SO99+ inventory and replenishment, JustEnough retail planning, Evo pricing, and the Decy planning assistant. |
| Transmetrics | Transport software for load selection and pricing, fleet profitability, container repositioning, linehaul planning, and AI-assisted TMS customization. |
| UCBOS / Karolium | Configurable application and integration platform spanning procurement, supplier collaboration, warehouse operations, production scheduling, forecasting, and workflow execution. |
| UnitySCM | Shipment visibility, logistics-data integration, and freight auditing through dispute settlement; current service continuity is unresolved. |
| Vekia | Cloud demand forecasting and inventory replenishment software with probabilistic forecasts, order proposals, shortage alerts, and ERP integration; in judicial reorganization. |