Before You Buy AI Visibility Tools, Know Where ChatGPT Gets Its Opinion of You
AI visibility tools report what AI assistants say about your brand. Here's where that AI brand visibility comes from, and what's worth paying for instead.
AI visibility tools report what AI assistants say about your brand. Here's where that AI brand visibility comes from, and what's worth paying for instead.
AI agent deployment takes minutes because the agent copies your existing setup. Here's where AI agent implementation time goes, and when to start the clock.
AI guardrails written as instructions kept failing in my tests. AI agent guardrails enforced by a script stopped the failures. Here's what I found.
Martech orchestration breaks where 2 tools can run the same job. Here's how to document what your orchestration layer owns and what stays in your tools.
Agent sprawl in marketing comes from AI agents built into tools you already own, switched on by your own admin with no purchase for procurement to review.
Vendor lock-in lands on whatever sits at the center of your martech stack. How to find that system, and the data portability terms to demand before you sign.
Hidden costs of switching marketing platforms include one no budget lists: the know-how your team built on the old platform, which resets to zero at cutover.
AI citations show which page backed an AI answer. Which company the AI recommends is a separate event, so here's what to count to track AI search visibility.
Most teams run the martech stack lifecycle as a line of purchases. Run it outside-in, around the customer and the operator, and stack optimization changes.