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Ranking #3 on Google didn't mean showing up in ChatGPT's answers. Here's the gap between SEO and AI visibility, and what closed it.

Every time the inventory API errored, the tool just made up a plausible answer instead of saying so. The agent had no way to tell a real result from a fabricated one — here's how I found it.

Older guides mention a workflow-count cap that no longer exists — the real ceiling in 2026 is monthly execution count.

A dropped connection or retried webhook can trigger the same payment twice without one specific safeguard in place.

An old robots.txt rule meant to block spam crawlers can accidentally block every AI system too, including the ones you want indexing your content.

Five specific AI crawler names are worth knowing and explicitly allowing if you want your site visible to AI search systems.

LLMs are unreliable at recalling exact facts from memory alone, and it only becomes obvious once a customer asks something specific.

The most common cause of an AI agent losing context is a missing piece of code, not a limitation of the model itself.

Logic-heavy tasks like parsing and multi-step calculations often perform worse and cost more on a general-purpose chat model.