AI Tool Outage Notification Service

Create a notification service that monitors popular AI APIs and tools, then sends Slack/email/SMS alerts when they experience outages. Teams can configure which tools matter to them and get instant heads-up. Target: software teams, startups, and agencies relying on AI integrations.

Dependency on third-party AI APIs like OpenAI, Anthropic, and Replicate has grown fast enough that unplanned outages now directly block production workflows, making status visibility a real operational need rather than a nice-to-have. The closest substitute is manually bookmarking vendor status pages or cobbling together something with Better Uptime or PagerDuty, neither of which is purpose-built for AI tooling aggregation. The $1k–5k/mo band is believable for a niche B2B tool with low infrastructure costs, but it also signals a ceiling — most teams will balk at paying more than $20–50/mo for something that feels like monitoring glue, which caps growth unless upsell paths exist. The biggest risk is that the major AI providers improve their own status page infrastructure and native webhook notifications, eliminating the aggregation value entirely.