Corectic AI

I spent a year shipping AI features and the hardest part was never the AI. It was the bill.

I started with one provider, then added a second for longer context, a third for the cheap calls. Pretty quickly I had four keys, four SDKs, and four billing pages that never agreed. At the end of the month I could see one number, the total, and almost nothing about where it actually went. Which feature, which customer, which model.

A few things I learned the hard way:

• The total bill is the least useful number you have. Attribution per feature and per model is what tells you where to cut.

• A lot of traffic repeats more than you think. Support questions, retries, docs lookups. Caching the answer to those saved me more than swapping to a cheaper model ever did.

• But naive caching is dangerous. Matching on wording alone serves confident wrong answers. You need something that checks the meaning actually matches, and a freshness rule so it never serves stale data.

• Cheaper model does not mean cheaper request. Some cheap models are wordy and burn more tokens per answer than a pricier one that gets to the point.

CoreCtic AI centralizes every AI provider you use behind one API key, with semantic caching, real time cost tracking, and reseller billing built in for agencies.

Support and feedback very welcome

Hey everyone

CoreCtic AI officially launches on Product Hunt tomorrow, and I wanted to drop by the discussion here first.

Quick recap of what it does: a single, OpenAI compatible API key that routes across 11 LLM providers (OpenAI, Claude, Gemini, Mistral and more) with automatic fallback if one goes down. On top of that, semantic caching that matches questions by meaning (not just identical prompts) to cut repeat query costs, real time cost tracking, and native reseller monetization so agencies and freelancers can bill their own clients for AI access with a real margin, no extra billing tooling needed.

If you've got questions about how the routing, caching or reseller billing actually works, or anything else, ask away, I'll be checking back throughout the day. And if you want a heads up when we go live tomorrow, following the page here will do it.