4.1 Data Ingestion and Analysis

CLEVER AI starts by gathering data from external sources:

• Facebook Ad Library API: Extracts metadata on trending products, such as descriptions, ad creatives, and engagement metrics (likes, shares, comments).

• Market Trends and Competitor Analysis: Uses web scraping and integration with trend- tracking APIs to enrich product viability assessment.

• User Feedback Sentiment Analysis: LLMs analyze customer reviews or comments for sentiment scores, helping identify products with strong market reception.

How LLMs Enable Usable Insights:

The LLM preprocesses and classifies raw text data (e.g., product descriptions, customer comments) into structured formats. Using fine-tuned embeddings, it detects patterns in ad copy, customer sentiment, and product niches. These insights are then translated into priority lists for the next operational steps.