Mardii is the intelligence layer for the AI economy. We monitor OpenAI, Anthropic, Google, Mistral and more — tracking pricing updates, rate limit changes, model deprecations, policy rewrites, and silent API shifts. Every change is classified (breaking, major, minor), scored with AVRS reliability metrics, and explained before it impacts your product or costs you money. If you build on AI, you shouldn’t be the last to know when the rules change.

Anima - OnBrand Vibe Coding — Design-aware AI for modern product teams.

Design-aware AI for modern product teams.

Hey Product Hunt 👋 I built Mardii after getting burned...twice. Once by a silent pricing change. Once by a model capability shift that broke production. And both times, the update technically was announced… just buried somewhere. The AI ecosystem moves insanely fast. Providers change rate limits, pricing, policies, deprecate models — and unless you're obsessively checking dashboards, you find out when something breaks. So I built the system I wish existed: • Real-time provider monitoring • Change severity classification (breaking / major / minor) • AI Vendor Risk Scoring (AVRS) reliability scoring • Instant alerts + automated social transparency Mardii isn’t another AI wrapper. It’s the intelligence layer that sits above AI providers. If you're building on OpenAI, Anthropic, Google, etc. — I’d genuinely love your feedback. What would make this indispensable for you? – Husam

Anima - OnBrand Vibe Coding — Design-aware AI for modern product teams.

Design-aware AI for modern product teams.

Mardii

Know when your AI providers change the rules

Know when your AI providers change the rules