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“ALMOST PERFECT” – THE WORST SCENARIO ▪ You polished the file to perfection… and that’s exactly what ruined it. ▪ Algorithms don’t look for “beautiful” they look for plausibility and perfection is already a deviation ▪ Human factor in reality there are always shifts...

9 out of 10 edits fail KYC. And it’s not about a “pretty image” ▪ Mustang Service – when approval matters more than blind testing. › We work with what systems actually check: → passing anti-fraud checkers: Onfido, Veriff, Sumsub, etc. → German-grade studio equipment → two-stage control +...

THE CAMERA DISTORTS – AND THAT CAN EXPOSE YOU ▪ You look at the photo: “looks fine.” But the sensor has already altered it – and without that, the shot doesn’t exist. ▪ Rolling shutter. The frame is read line by line objects slightly “drift”, geometry isn’t perfect that’s not a bug –...

9 out of 10 edits fail KYC. And it’s not about a “pretty image” ▪ Mustang Service – when approval matters more than blind testing. › We work with what systems actually check: → passing anti-fraud checkers: Onfido, Veriff, Sumsub, etc. → German-grade studio equipment → two-stage control +...

“JUST FIX THE DATE” – SURE, BUT IT’S NOT THAT SIMPLE ▪ At first glance, the case looked simple: a selfie with a document + a sheet with a date and number. ▪ The task – update the date and remove extra digits. The client had already tried to do it themselves… and that’s where everything...

9 out of 10 edits fail KYC. And it’s not about a “pretty image” ▪ Mustang Service – when approval matters more than blind testing. › We work with what systems actually check: → passing anti-fraud checkers: Onfido, Veriff, Sumsub, etc. → German-grade studio equipment → two-stage control +...

18,700 FAKE DOCS – AND THAT’S JUST ONE SCHEME ▪ In Romania, a network was exposed: thousands of people received fake documents. ▪ According to reports: – 18,700+ recipients – Russia, Moldova, Ukraine – including criminal suspects and sanctioned individuals ▪ But the numbers aren’t...

9 out of 10 edits fail KYC. And it’s not about a “pretty image” ▪ Mustang Service – when approval matters more than blind testing. › We work with what systems actually check: → passing anti-fraud checkers: Onfido, Veriff, Sumsub, etc. → German-grade studio equipment → two-stage control +...

EVERYTHING LIT THE SAME? YOU’RE ALREADY CLOSE TO FAILURE ▪ The quietest mistake – “perfect lighting”. Clean, even, with no variation… and completely exposed. ▪ In reality, light is never uniform. – there are always gradients and falloff – different areas catch light differently –...

9 out of 10 edits fail KYC. And it’s not about a “pretty image” ▪ Mustang Service – when approval matters more than blind testing. › We work with what systems actually check: → passing anti-fraud checkers: Onfido, Veriff, Sumsub, etc. → German-grade studio equipment → two-stage control +...

A FRESH DOC… BUT IT LOOKS LIKE A MOCKUP ▪ The most common mistake – a document that looks “too new”. That’s not how real life works. ▪ Reality starts with contact. – micro-scratches appear from the very first touch – edges slightly “settle” with use – friction leaves its own unique...

9 out of 10 edits fail KYC. And it’s not about a “pretty image” ▪ Mustang Service – when approval matters more than blind testing. › We work with what systems actually check: → passing anti-fraud checkers: Onfido, Veriff, Sumsub, etc. → German-grade studio equipment → two-stage control +...

AI GOT IT WRONG — A PERSON WENT TO JAIL ▪ 2025. A woman from Tennessee spent ~5 months in jail… because an algorithm “recognized” her in the wrong place and case. 🧠 What happened: – a fake ID photo – processed through a face recognition system – “match” → warrant → arrest 📌 No proper...

9 out of 10 edits fail KYC. And it’s not about a “pretty image” ▪ Mustang Service – when approval matters more than blind testing. › We work with what systems actually check: → passing anti-fraud checkers: Onfido, Veriff, Sumsub, etc. → German-grade studio equipment → two-stage control +...

A NEW DOC… THAT LOOKS OFF ▪ Another paradox: the “fresher” the document looks – the more questions it raises. 📄 In reality, even a new object is never perfect. → micro-scratches appear from the very first contact → edges start to wear out almost immediately → usage patterns form faster...

9 out of 10 edits fail KYC. And it’s not about a “pretty image” ▪ Mustang Service – when approval matters more than blind testing. › We work with what systems actually check: → passing anti-fraud checkers: Onfido, Veriff, Sumsub, etc. → German-grade studio equipment → two-stage control +...

“CAN’T YOU JUST MAKE IT RANDOM?” – HERE’S WHERE IT BREAKS ▪ Case: request for a USA passport “based on data”. No photo, with random generation. ▪ At first glance – simple. In reality – a minefield. ▪ What was provided: – full name + address – SSN – DOB – request for “any photo”...

9 out of 10 edits fail KYC. And it’s not about a “pretty image” ▪ Mustang Service – when approval matters more than blind testing. › We work with what systems actually check: → passing anti-fraud checkers: Onfido, Veriff, Sumsub, etc. → German-grade studio equipment → two-stage control +...

TOO READABLE? THAT’S ALREADY SUSPICIOUS ▪ Paradox: the “cleaner” the text looks – the faster it raises questions. ▪ A camera doesn’t see fonts the way a screen does. – subpixel rendering stays “digital” – optics soften edges and reduce sharpness – print loses perfect clarity and behaves...

9 out of 10 edits fail KYC. And it’s not about a “pretty image” ▪ Mustang Service – when approval matters more than blind testing. › We work with what systems actually check: → passing anti-fraud checkers: Onfido, Veriff, Sumsub, etc. → German-grade studio equipment → two-stage control +...