CaraComp Insider Podcast | AI Facial Recognition Insights

Episodes — Page 2

43 episodes

Mar 16, 2026•Episode 18•News

AI Face Match != Probable Cause: A Grandmother Paid the Price

A grandmother in Tennessee spent six months in jail. The facial comparison algorithm didn't send her there. An investigator who treated a machine's suggestion like a verdict did.

Listen Now6:11

Mar 16, 2026•Episode 17•News

Multimodal Biometrics: Why Face + Fingerprint + Voice Defeats Deepfakes

A deepfake costs about ten bucks to make. Defeating three independent biometric sensors at the same time? That pushes into nation-state territory. The gap between those two numbers explains why multim

Listen Now6:45

Mar 15, 2026•Episode 16•News

How to Stress-Test Your Facial Comparison Method Against Deepfakes

What if the face that breaks your investigation isn't from a criminal — but from a machine? A synthetic face built by A.I. can now mimic the exact skin texture, landmark spacing, and micro-asymmetry that trained examiner

Listen Now5:43

Mar 15, 2026•Episode 15•News

AI Facial Recognition Sent an Innocent Grandmother to Jail

A grandmother in Tennessee was sent to jail. Facial recognition software said she was a match. She wasn't. And the investigators who arrested her never bothered to check.

Listen Now6:14

Mar 15, 2026•Episode 14•News

NIST Benchmarks Are Impressive. Here's What They Don't Tell Investigators.

A facial recognition algorithm just scored near-perfect accuracy on a national benchmark. Then an investigator ran it on real surveillance footage. And the results weren't even

Listen Now6:04

Mar 15, 2026•Episode 13•Education

What "99% Accurate" Facial Recognition Actually Means for Your Case

Here's something wild. A facial recognition system rated ninety-nine percent accurate can still miss one out of every hundred genuine suspects. And that's under perfect lab conditions.

Listen Now6:10

Mar 14, 2026•Episode 12•Education

The Face Recognition Error That's Wrecking Investigations

Here's something that trips up even experienced investigators. The facial recognition failures you see in the news — they're real. But they're describing a completely different problem than what most

Listen Now5:27

Mar 13, 2026•Episode 11•News

Law Enforcement Isn't Abandoning Face Tech — It's Regulating It

Imagine a defense attorney turns to you in court and says, "Walk me through exactly how you compared those two faces." Step by step. With documentation. Would you feel confident?

Listen Now5:57

Mar 13, 2026•Episode 10•Education

Biometric Law Is Closing In: What Investigators Must Know Now

Here's something that might surprise you. The biggest threat to facial recognition investigators isn't bad technology. It's bad paperwork. Biometric privacy law has already trigg

Listen Now6:22

Mar 12, 2026•Episode 9•News

When 99% Accurate Still Means Thousands of Wrong Arrests

What if a system got it right ninety-nine times out of a hundred — and still got ten thousand people wrong? That's not a hypothetical. That's the math law enforcement is dealing with right now.

Listen Now5:49

Mar 12, 2026•Episode 8•Education

From 27 Maybes to 3 Solid Leads: How Facial Comparison Triages a Case

Imagine this. Six cameras. Twenty-seven faces. A midnight deadline. And a detective who needs to figure out which of those faces actually matter. How do you cut through that kind

Listen Now5:56

Mar 12, 2026•Episode 7•Education

A Face Match Is a Lead, Not a Verdict — Here's Why That Distinction Saves Cases

The math can be perfect. And the wrong person can still end up in handcuffs. That's not a glitch. It's not a broken algorithm. It's a missing step in the human process — and understanding that differe

Listen Now6:08

Mar 11, 2026•Episode 6•News

Face Search vs. Facial Comparison: Why the Legal Line Matters

What if the biggest legal threat to facial recognition isn't the technology itself — but a simple misunderstanding about how it's used? Right now, regulators are cracking down hard on face search tools.

Listen Now6:28

Mar 11, 2026•Episode 5•Education

Facial Matches Aren't Yes or No — They're Distance Scores

What if I told you facial recognition never actually says yes or no? It doesn't deal in certainty. Every single facial "match" is really just a number on a sliding scale — and someone, somewhere, dec

Listen Now6:20

Mar 10, 2026•Episode 4•News

Facial Recognition in Court: A Reliability Crisis Is Coming

What if the facial recognition match that puts someone behind bars — can't survive a basic courtroom challenge? Right now, systems in stadiums, concert venues, and hotels are flagging faces every single day.

Listen Now6:11

Mar 10, 2026•Episode 3•News

Facial Recognition Is About to Split Into Two Legal Categories

So today we're looking at something that I think is going to reshape how facial recognition technology gets regulated, and probably sooner than most people in the industry expect. There are strong signals right now that regulators are moving toward splitting facial recognition into two completely different legal categories.

Listen Now7:38

Mar 10, 2026•Episode 2•Education

Clear != Real: Why High-Res Faces Can Still Be Fake

So here's something interesting that I think a lot of people get wrong, and honestly, it's one of those assumptions that feels so logical you'd never think to question it. The assumption is this: if a photo of a face is sharp, high-res, and crystal clear, then the identity behind it must be real. But that's not how it works.

Listen Now7:56

Mar 10, 2026•Episode 1•Education

Real-Time Face AI vs. Court-Ready Analysis: What's the Difference?

Today we're talking about something that trips up investigators, lawyers, and honestly most people who work with AI facial recognition — the difference between real-time face analysis and court-ready forensic analysis.

Listen Now4:31

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