- Problem statement:
Top executives require timely insights from monthly data refreshes to make strategic decisions. However, current data analysis processes are time-consuming, delaying the availability of crucial information. We need a solution to:
- Reduce the time it takes to analyse and generate reports after monthly data updates.
- Automate repetitive tasks in the data analysis pipeline.
- Deliver key findings and insights in a concise and consumable format for executives.
- Approach:
- Data analysis pipeline analysis: Identify bottlenecks and repetitive tasks in the current data analysis process.
- Generative AI model training: Develop a Generative AI model using techniques like:
- Natural Language Processing (NLP): Train the model to understand the structure and content of existing reports and executive inquiries.
- Anomaly detection: Enable the model to identify significant trends and deviations from historical patterns.
- Model integration: Integrate the Generative AI model with the existing data analysis pipeline.
- Solution:
The solution leverages a Generative AI model to automate report generation and highlight key insights:
- Automated report generation: After data refresh, the model automatically analyses the data and generates preliminary reports summarizing key metrics.
- Intelligent insights highlighting: The model identifies and highlights significant trends, anomalies, and deviations from historical patterns, drawing the executives’ attention to critical information.
- Executive-friendly summaries: The model generates concise summaries of key findings using natural language, tailored for executive consumption.
- Business impact:
- Faster decision making: Reduced analysis time allows executives to access insights sooner, facilitating timely strategic decisions. Key Category & Supply chain Insights generation time reduced from 2 Days to 3 Hours.
- Increased efficiency: Automation frees up analysts to focus on higher-value tasks and strategic analysis. 100% Accuracy delivered across all the Insights & reports.
- Improved executive visibility: Executives gain a clearer and faster understanding of KPIs and market trends.
