luminovainfotech

AI

Advanced Analytics

Predictive and prescriptive analytics that drive decisions

Beyond dashboards: forecasting, optimization, simulation, and recommender systems. We build predictive and prescriptive analytics solutions that change how decisions get made — and operate them as living systems, not one-off reports.

What we deliver

Advanced Analytics capabilities, end to end

Forecasting and demand sensing

Statistical and ML forecasting for revenue, demand, inventory, and capacity planning — with the explainability operators trust.

  • Hierarchical forecasting across product, region, channel
  • ML and deep-learning models (gradient boosting, transformers)
  • Causal impact and what-if scenarios
  • Confidence intervals and explainable drivers

Optimization and decision systems

Mathematical optimization for pricing, routing, allocation, and scheduling — wrapped in operator-friendly interfaces.

  • Linear, mixed-integer, and constraint-programming models
  • Multi-objective optimization and sensitivity analysis
  • Decision interfaces for non-technical operators
  • Continuous re-optimization with new data

Recommender systems

Personalization for content, products, and offers using modern hybrid retrieval and ranking.

  • Two-tower and embedding-based retrieval
  • Ranking models with learned features
  • Cold-start strategies and exploration policies
  • A/B testing and counterfactual evaluation

Customer and behavioral analytics

Segmentation, lifetime value, churn, and propensity modeling for marketing and customer-success teams.

  • Behavioral clustering and segmentation
  • Lifetime value and churn models
  • Marketing-mix and attribution modeling
  • Uplift and treatment-effect modeling

How we work with you

Engagement shapes

Three typical ways we engage on advanced analytics — adapted to your scope, timeline, and team.

4–8 weeks

Analytics Proof of Concept

Model a specific business problem and quantify potential value.

8–16 weeks

Productionization

Move models into production with monitoring, retraining, and operator interfaces.

Ongoing

Analytics-as-a-Service

Operate forecasting, optimization, or recommendation systems on your behalf.

Tools & technologies

Built on what your teams already know

We work with industry-standard tooling and open standards — no proprietary lock-in.

ML & analytics
scikit-learnPyTorchXGBoostLightGBMProphetstatsmodels
Optimization
GurobiOR-ToolsPyomoCVXPY
Platforms
DatabricksSnowflakeSageMakerVertex AI

Let's talk

Tell us what you're building.

Share the shape of your initiative and we'll respond within one business day with a tailored point of view — and the names of the senior people who would lead the work.

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