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Explore research, capabilities, and engineering guides from NetFire Labs.

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Overview

At NetFire, we treat data science as a core part of how we build smarter systems and support better decisions.

Our team combines hands-on analytics, real-world business understanding, and modern AI tools to help you spot patterns, test ideas, and improve outcomes.

Whether you need deep research, production-ready models, or help cleaning up your data foundation, we offer a flexible, results-driven service that adapts to your team’s goals.

Have a data science challenge in mind?

Our core capabilities include:

  • Applied Statistical Modeling
    Design and validation of models that stand up to real-world uncertainty—forecasting, classification, regression, anomaly detection, and more.

  • Experimental Design & Evaluation
    From A/B testing frameworks to observational study analysis, we help teams design meaningful experiments and interpret results with confidence.

  • ML-Ready Data Workflows
    Cleaning, feature engineering, and transforming raw data into structured, model-ready pipelines that scale.

  • Custom Research for AI Systems
    Tailored studies that inform LLM behavior, fine-tuning strategies, RAG evaluation, or model alignment—all grounded in rigorous data methodology.

  • Business Impact Analysis
    Translate data findings into measurable business KPIs—helping leadership make data-backed decisions with clarity and confidence.

  • Data Audit & Health Checks
    Evaluate existing datasets for quality, structure, and gaps—identifying where data can be trusted, improved, or augmented for AI use.

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Published: June 17, 2025