AI failure modes
How AI deployments actually break.
Honest postmortems of the ways AI fails in production — the symptom, the root cause, and how to prevent it. The failures almost no one writes about and everyone eventually hits.
Why AI SDR campaigns collapse on deliverability
The model writes beautifully, the meetings never come. Almost always, the problem is deliverability — and the platform won't tell you.
Why AI support agents give confidently wrong answers
The agent invents a policy that doesn't exist, states it with total confidence, and the customer believes it. Here's why, and how to prevent it.
Why AI agents burn through budget overnight
A stuck agent loop or silent token bloat can turn a predictable bill into a month's budget consumed in hours. Here's how it happens.
Why AI content gets hit by helpful-content updates
Traffic climbs for a quarter, then collapses. Shipping unedited AI content at volume is the exact pattern Google's helpful-content systems penalize.
Why AI agents fall for prompt injection
A user (or a webpage, or an email) plants instructions the agent obeys — leaking data or taking actions it shouldn't. Here's the anatomy.
Why RAG systems serve outdated answers
The agent confidently cites a policy, price, or fact that changed months ago. The retrieval layer is serving stale content as current truth.
Why AI meeting notes create privacy and compliance leaks
The bot recorded a conversation it shouldn't have, or the transcript landed somewhere it shouldn't. Here's how AI notetakers create exposure.
Why over-automated outbound damages your brand
Generic AI outreach at scale doesn't just underperform — it actively burns your reputation with the exact people you most want to reach.
Why AI bookkeeping gets revenue recognition wrong
Categorization is solved; revenue recognition isn't. AI books that look clean can be materially wrong on contract changes and prepaid revenue.
Why autonomous agents fail silently
The agent hits something it can't handle, doesn't escalate, and keeps running in a degraded mode. You find out a week later.