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SuvaniTechSuvaniTech
AI Solutions

AI & ML Development

Custom machine-learning models trained on your data, your metrics, and your edge cases.

AI & ML Development that earns its place in production

Off-the-shelf AI rarely fits a real business. We build custom ML models around your actual data and the decision they need to drive — forecasting, classification, ranking, recommendation, anomaly detection — and we measure them against the metric that matters to you, not a leaderboard.

Every engagement starts with a hard look at the data and a baseline. From there we iterate quickly: feature work, model selection, error analysis, and a clear evaluation harness so you can see exactly why a model behaves the way it does before it ever touches production.

Key capabilities

Predictive modeling

Forecasting, churn, demand, and risk models tuned to your KPIs.

Classification & ranking

From document tagging to recommendation and lead scoring.

Anomaly detection

Catch fraud, defects, and outliers in real-time streams.

Model evaluation

Honest offline + online eval harnesses you can trust.

Where it delivers

Demand forecasting

Reduce stockouts and overstock with models tuned to seasonality and promotions.

Risk & fraud scoring

Real-time scoring that adapts as fraud patterns evolve.

Lead & churn scoring

Point sales and success teams at the accounts that matter.

Frequently asked

It depends on the problem, but we begin with a feasibility assessment so you know what's realistic before committing — sometimes a few thousand well-labeled examples is enough, sometimes we help you bootstrap labels.

Let's build something worth building.

Tell us about your product or process. We'll come back with a clear, honest plan — and a fixed first step.