Current Pain Points in Financial Analysis:

• Time-Consuming: Manually reviewing 50-100+ page earnings reports requires hours of concentrated effort
• Inconsistent Quality: Analysis varies based on analyst fatigue, experience, or biases
• Missing Details: Critical information often buried deep in financial statements or management discussions
• Limited Comparability: Difficulty connecting data points across multiple quarters
• Resource Constraints: Top analysts spend time on data extraction rather than high-value interpretation

These challenges create a significant opportunity cost for investment firms and financial services companies, limiting both the breadth and depth of their market coverage and potentially missing valuable investment opportunities.