Blog
Notes for image reviewers
How receipts and meeting photos get faked today, how to read each check VeriSight runs, and how to turn what you see into a finding that holds up.
Context
AI-generated receipts are here. What changed for expense review
Image generators now produce receipts that pass a visual check. What the data shows, why it matters in life sciences, and how review has to change.
· 5 min read
Reading results
An AI score is evidence, not a verdict
How to read a 0–100% AI likelihood, why scores miss and overshoot, and how much weight a score should carry in a compliance finding.
· 5 min read
Evidence handling
Ask for the original: how forwarding, screenshots and scans erase evidence
What each copy of an image loses, what that does to AI and tamper detection, and exactly how to ask employees and vendors for the original file.
· 5 min read
Visual review
Spotting typed-over fields: a field guide to the visual review
A step-by-step method for finding altered amounts, dates and names with ink channels, the ink color map and error level analysis, plus the common misreads.
· 10 min read
Meeting photos
Reviewing HCP meeting photos for signs of manipulation
How meeting photos with healthcare professionals get faked, a checklist for reviewing them, and what image analysis can and cannot tell you.
· 5 min read