Development Build
Deployed: 09/14/2025, 08:21 AM EST
-1 days ago
Assortment Analytics

MaaS-Powered Intelligence

Train your Category Model with MaaS - pre-trained AI models that decode your category DNA and reveal hidden patterns. No ML infrastructure needed - just instant access to enterprise-grade analytics through cloud APIs.

Enterprise Security
Azure OpenAI Powered
Azure OpenAI Powered
Microsoft Partner
Advanced Category Intelligence
AI-powered analytics for strategic decisions.
Demand Transfer Accuracy
>95%
Category DNA Insights
Top Drivers
Cannibalization Pinpointed
High-Risk SKUs
Incrementality Forecasted
Growth Optimized

Key Features:

Demand Transfer Matrix
Category DNA Analysis
Product Incrementality

MaaS-Powered Category Intelligence

Train your Category Model with pre-trained machine learning models delivered as a service. No infrastructure, no maintenance - just instant access to enterprise-grade analytics that decode your category DNA and reveal hidden patterns.

MaaS Demand Transfer Intelligence
Pre-trained AI models instantly reveal how demand flows between products. No model training needed - just upload your data and get immediate insights into transfer patterns.
MaaS Category DNA Analysis
Cloud-based models decode what drives performance in your category. Attribute importance scoring delivered as a service, revealing which product characteristics matter most.
MaaS Cannibalization Modeling
Pre-built models quantify product interactions with mathematical precision. Make informed decisions about product changes without building complex ML infrastructure.

Solve Your Toughest Category Challenges

Transform common industry pain points into strategic advantages with our AI-powered platform.

The Problem

AI 'Black Box' & Audit Concerns

Opaque models stall approvals and erode trust with Legal, Risk, and Procurement.

Our Solution

Glass-Box AI with Full Explainability

Every prediction explained with SHAP and feature impact. Audit-ready reports that accelerate sign-off and build durable stakeholder confidence.

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Models as a Service

Why MaaS is the Future of Retail Analytics

Traditional ML requires months of infrastructure setup and model training. Train your Category Model instantly with MaaS - pre-trained, cloud-based models that adapt to your data.

Train Your Category Model
Securely upload your data and spin up a ready-to-use category model within hours—production APIs, schema validation, and automated feature engineering included.
Always Current Models
Continuously refreshed with new retail patterns; drift detection and scheduled updates keep accuracy through seasons, promos, and market shifts—no manual retraining.
Built for Scale
Built for high-volume catalogs and billions of rows—elastic compute, partitioned storage, and low-latency inference maintain performance as you grow.
Enterprise Security
Azure-native controls with encryption in transit/at rest, strict tenant isolation, and auditable access—your data remains in your tenant while models adapt to it.
Easy Integration
REST/JSON APIs, SDKs, and webhooks—plus connectors for Snowflake, Databricks, and BigQuery—cut integration time from weeks to days.
Pay for Results
Usage-based pricing tied to analyses consumed—start small, scale on demand, and avoid infrastructure lock-in or idle capacity costs.

From Data to Decision: Your Enterprise AI Journey

Our structured, enterprise-grade process transforms your raw data into actionable category intelligence and measurable business outcomes.

Consultative Onboarding & Data Validation

Collaborative setup ensuring data quality via our Data Requirements Matrix before AI model execution.

Ensures Project Success

Secure Data Integration

Connect your enterprise data sources (Snowflake, Databricks, etc.) through our secure Azure-native integration hub.

Dual-Tenant Isolation

Custom AI Model Training

Proprietary AI models are trained exclusively on your performance data, managed via robust MLOps & Model Versioning.

Glass-Box Transparency

Generate Intelligence Suite

Unlock Demand Transfer Matrices, Category DNA, Cannibalization insights, and more, powered by an Asynchronous Architecture for scale.

Real-Time Caching

Interactive Scenario Planning

Simulate assortment changes, predict financial impact, and optimize strategies with our intuitive planning tools.

Actionable Insights

Make Data-Driven Decisions

Confidently negotiate with vendors, optimize assortments, and drive category growth with auditable, AI-backed intelligence.

Measurable ROI

Trust and Security are Our Top Priorities

Data Encryption
Your data is encrypted both in transit and at rest using industry-leading encryption standards.
Regular Security Audits
We conduct regular security audits and penetration testing to identify and address potential vulnerabilities.
Access Control
Strict access control policies and procedures are in place to ensure that only authorized personnel have access to sensitive data.
Built for Speed

Engineered for Performance & Scale

Our architecture is meticulously designed to handle demanding workloads, ensuring high availability and a seamless experience as your data grows.

Real-Time Analytics Caching
Achieve sub-second response times for complex queries through our intelligent, TTL-based analytics caching layer, ensuring a fluid user experience.
Asynchronous Architecture
Leverages non-blocking I/O and proper async/await patterns to handle enterprise-scale data processing without compromising performance.
Comprehensive Monitoring
Proactive issue detection and performance monitoring using an enterprise-grade stack (Prometheus, Grafana, ELK) for maximum reliability.
Data Partitioning Strategy
Efficient multi-tenant query performance achieved through strategic data partitioning by category and strict organization ID scoping.

Our Strategic Enterprise Advantages

We've made deliberate architectural and business model choices to deliver a platform that is fundamentally different and superior for the enterprise.

Consultation-Based Model
We ensure project success and data quality through a collaborative, expert-led onboarding process, not a risky self-service model.
Glass-Box AI Transparency
Our commitment to AI explainability (SHAP) builds customer trust and ensures you meet regulatory compliance and audit requirements.
Dual-Tenant Security
A fundamental architectural choice that provides true data isolation and security containment, meeting the highest enterprise standards.
Real-Time Performance
Sub-second analytics responses are a core feature, not an afterthought, supporting mission-critical decisions with enterprise SLA support.

Unlock Tangible Business Value

Our AI-driven insights translate directly into measurable improvements in sales, margin, and operational efficiency. Understand the financial impact of optimized assortments.

Enterprise-Grade Platform

Built for enterprise organizations with advanced security, scalability, and integration capabilities

MaaS: Your Data, Your Models
Pre-trained models adapt to your data instantly. No custom training required - models learn your patterns through cloud-based inference.
MaaS Decision Intelligence
Instant access to enterprise-grade analytics. Transform complex category dynamics into actionable insights without ML infrastructure investment.
MaaS Azure-Native Architecture
Models delivered as cloud services with enterprise security. Multi-tenant isolation and seamless API integration with your existing systems.

Advanced Analytics Outputs

Sophisticated analytics that provide actionable insights for your business decisions

Transfer Factor Matrix
Quantifies demand transfer proportions between every product pair in your category, revealing where volume migrates when items change price, promo, or availability. Identify true substitutes and complements at SKU, brand, and pack-size levels to guide rationalization and add-to-line decisions.
Product Incrementality Scores
ML-generated percentage of unique sales that will be lost if a product is delisted, separating truly incremental demand from volume likely to switch. Incorporates cross-item substitution patterns, price elasticity, and promo lift to prioritize high-value keepers.
Cannibalization Matrix
Product interaction coefficients showing competitive dynamics between products, with directional effects to pinpoint which SKUs steal share from which. Surface destructive overlaps within flavors, sizes, and tiers to reduce duplication without hurting shopper choice.
Category DNA Report
Attribute importance scores revealing what drives performance in your category—price tier, brand equity, package size, format, flavor, and more. Understand which attributes move the needle by channel and season to inform launches, resets, and pricing ladders.

Ready to Experience MaaS-Powered Analytics?

Schedule a demo and see how you can train your category model with MaaS - revolutionizing category management without ML infrastructure.