FILE No. 0001 SUBJECT Fraud · KYC · KYA STATUS Active CLEARANCE Open to all readers
Filed by Karan Gandhi
Beat Fraud strategy & identity risk
Jurisdiction Consumer lending
OPEN CASE

Why So
Fraud?

Field notes on fraud patterns, KYC, and what happens to identity verification once the party on the other end might be an AI agent, not a person.

Karan Gandhi

Filed by Karan Gandhi, Senior Director of Credit Strategy at Best Egg. Full profile →

CASE FILES
KYA FILE 001

Know Your Agent: why AI agents need an ID too

Agentic AI isn't just filling out applications anymore — it's starting to show up at underwriting, servicing, and payments too. Traditional KYC has no idea what to do with any of it.

Read the file
FRAUD PATTERNS FILE 002

The fraud hiding in plain sight in income verification

Most synthetic identity fraud doesn't get caught at the document. It gets caught — or missed — several steps later, in the patterns nobody's watching.

Read the file Draft — coming soon
KYC FILE 003

KYC isn't dead. It's getting a co-pilot.

Compliance teams keep hearing that KYC is being automated away. What's actually happening is stranger, and more interesting, than that.

Read the file Draft — coming soon
AREAS OF INTEREST
PATTERN

Fraud Patterns

How fraud actually moves through a lending pipeline — and the signals that get missed until it's too late.

PROCESS

KYC & Verification

Identity, income, and employment verification, and what's actually changing under the hood right now.

FRONTIER

KYA & Agentic AI

What it means to verify an AI agent, not just the human behind it — from loan applications to agentic commerce at checkout. The question this whole site started with.