Machine Learning
& Forecasting
Marketing mix modeling, demand forecasting, and predictive analytics. We combine classical ML with LLM-powered agents — the models become tools your AI analyst can use.
Beyond reporting
Stop asking “what happened?” Start asking “what will happen?”
Nandu's AI agents tell you what happened and why. Machine learning takes it further: predicting outcomes, simulating scenarios, and quantifying the impact of your decisions before you make them.
We combine machine learning with LLM-powered agents. The ML models become tools that the agent network can use for predictions and recommendations.
This is what it looks like in practice
ML & Digital Shelf Modeling
“The model gave us what we've been looking for — a data-driven way to prioritise our Perfect Digital Store investments.”
ML Services
Marketing Mix Modeling
Quantify the sales impact of your marketing levers. Bayesian regression with uncertainty intervals for confident decision-making.
Demand Forecasting
Predict demand patterns. Optimize inventory. Reduce out-of-stock while minimizing overstock.
Digital Shelf Prediction
ML models that predict the ideal digital shelf setup. Availability, visibility, and brand experience optimized. Available as a custom project.
Custom Models
Churn prediction, price optimization, audience segmentation — we build the models your business needs.
Case example
Marketing Mix Modeling Example
Observed sales (black) vs model prediction (red) — weekly time series
Ready to predict, not just report?
Let's discuss how ML can drive your strategic decisions.