01 // THE HYBRID MODEL
Yes, we use a Hybrid Model. We use custom AI agents to scan massive datasets that are too large for humans to read quickly—like 5,000-page federal tax codes or complex medical journals.
However, AI can "hallucinate." That is why every single fact, number, and safety warning is Human Verified before we publish. We use AI for speed; we use Humans for safety.
Most blogs just summarize other blogs. A Forensic Audit goes to the primary source. We don't just say "EV batteries degrade." We pull the specific voltage data sheets from the manufacturer. We don't just say "This tax law changed." We link to the specific IRS subsection. We treat information like evidence.
02 // TRUST & MONEY
Yes, all our checklists and protocols are 100% free. We are supported by advertising (Google AdSense). This allows us to remain independent. We do not accept payments from car dealers, crypto platforms, or pharmaceutical companies to write favorable reviews.
Because the problem is universal. Whether you are buying a used car, debugging code, or reading a hospital bill, the risk is the same: Information Asymmetry. The seller knows more than you do. We apply the same "Forensic Verification" method to Finance, Health, Auto, and Tech to level the playing field.
03 // DISCLAIMERS
No. We provide Information, not Advice.
• In Finance: We explain the math, but we are not your accountant.
• In Health: We summarize studies, but we are not your doctor.
• In Auto: We give you checklists, but we are not your mechanic.
Our goal is to make you the smartest person in the room so you can have a better conversation with your professional advisors.
We take accuracy seriously. If you find a data point that is outdated (e.g., a tax law that changed yesterday), please contact us immediately. We will re-run the audit and update the protocol within 24 hours.