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No More Guessing:

Semi-Automated Data Analysis Tailored to Business Context

INDUSTRY: ANALYTICS / SAAS

A data analytics product needed to help non-technical users interpret raw datasets quickly — without hallucinated insights or vague reports.

Challenges and Analysis

The company faced a number of interconnected challenges:

  • Users uploaded data but didn’t know what to analyze


  • Generic AI summaries were often inaccurate


  • Needed domain-specific context and logic

Solution and Implementation

  • Built semantic analysis to detect dataset type (e.g. orders, traffic)


  • Connected dataset patterns to business logic templates


  • Generated accurate insights using rule-based and AI hybrid queries

Results

The transformation had a significant impact:

  • Domain-aware analysis without manual BI work


  • Clear, actionable insights tailored to user needs


  • Enabled faster decision-making from day one

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