That is the leadership problem with AI coding agents.

A team adds a coding agent.

Bugs get explained faster.
Tests get drafted faster.
Pull requests appear faster.
Refactors move faster.

Then the uncomfortable questions arrive.

Did it touch authentication?
Did it weaken account recovery?
Did it expose a secret?
Did it change fraud logic?
Did it pass tests while missing the business risk?

The fresh take:

AI coding agents are not just developer productivity tools.

They are product security actors.

Leaders should not ask only how much faster the team ships. They should ask which parts of the product agents can change, which changes require human review, and whether sensitive customer journeys remain protected.

CrossClassify helps with the customer trust side of the product, especially across signup, login, account takeover, bot activity, fake accounts, and suspicious behavior.

I broke down the exact approach in the article linked below.

Read the full article in here.