Completed AI Business Understanding Reports
A public library of real reports completed for real businesses and published with the business owner’s permission.
The reports below are completed client reports published with permission. Each report documents how ChatGPT, Gemini, and Claude understood the business at the time the research was conducted. Findings may change as public information and AI systems change.
FedLendR
Financial services information and lead generation platform serving federal government and USPS employees.
Research completed: July 2026
AI systems analyzed: ChatGPT, Gemini, and Claude
Questions tested: 14
Report length: 42 pages
Short finding:
ChatGPT demonstrated strong understanding of FedLendR. Claude understood the business but interpreted it through a strong consumer risk framework. Gemini frequently failed to identify the company and substituted unrelated businesses and concepts.