Rogue agents and the LLM brand consistency problem

DESIGNER'S TAKEAWAY

Audit your AI feature for how it surfaces, uses, and explains personal context to users.

DESIGNER'S TAKEAWAY

Add a dedicated, findable context panel so users can inspect and edit what the agent knows.

DESIGNER'S TAKEAWAY

Run your product's brand queries across multiple LLMs to find where AI surfaces competitors inconsistently.

DESIGNER'S TAKEAWAY

Map which accessibility issues in your product are automatable and which genuinely need human review.