Error Level Analysis (ELA), Explained — and Why It's So Often Misread
ELA is the most famous technique in image forensics and probably the most misused. What it actually measures, what a hot spot really means, and how professionals keep it honest.
Document fraud, forensics, and verification workflows — practical writing from the team building the engine.
ELA is the most famous technique in image forensics and probably the most misused. What it actually measures, what a hot spot really means, and how professionals keep it honest.
Degrees, references, work permits, experience letters: the documents that get faked in hiring, ranked by how often they show up, with the specific check that catches each.
The two terms get used interchangeably. They shouldn't be — one is a legal concept, the other is cryptographic proof. Here's the difference, side by side, and when each is enough.
A walkthrough of how bill of lading fraud actually unfolds — from a forged rate confirmation to a doctored proof of delivery — and where the paperwork gives the scheme away.
Inflated and invented receipts quietly tax every insurance book. Here's how claims teams separate genuine proof of purchase from edited and generated fakes — without slowing honest claims.
Fake bank statements show up in loan files, rental applications and vendor onboarding. Three layers of checks — visual, mathematical, and forensic — catch nearly all of them.
Fake pay stubs cost lenders and landlords real money because they're cheap to make and rarely checked. Here's what generated stubs get wrong, and the checks that catch them in minutes.
Most documents don't need a forensic exam — but almost all deserve 30 seconds of honest attention. The three-part habit that stops you from ever saying 'it looked fine.'
The nine warning signs accounts-payable teams see over and over in fraudulent invoices — and the two-minute checks that catch each one before payment goes out.
Screenshots became the default 'proof' people submit — and they're the easiest forgery there is. Why a picture of a screen should count for so little, and how fakes give themselves away.
Every PDF carries two hidden records about where it came from. Here's how to read the Info dictionary and the XMP packet, what each field means, and the disagreement that exposes tampering.
'Document fraud' means something different in freight, lending, insurance, and HR. Where the risk concentrates by industry — and why the forgery technique should decide your defense.