How to cache Zapier AI LLM calls with Crowkis

Add a semantic cache to Zapier AI so repeated and reworded questions are served for free, no rewrite, self-hosted.

Your users ask the same things all day, phrased a hundred different ways. If you build with Zapier AI, most of that repetition is invisible in your code but very visible on your bill. A semantic cache in front of your model calls fixes it.

The lowest-friction path is the OpenAI-compatible gateway: point Zapier AI's base URL at Crowkis and every model call flows through a semantic cache. Repeated and reworded prompts are served from cache with no upstream call; new ones pass through and get cached.

Zapier AI + Crowkis gateway
# point Zapier AI at the Crowkis gateway
base_url = "http://127.0.0.1:6380/v1"   # semantic cache in front of your provider

In plain words. You don't restructure your Zapier AI app. You change where the calls go, and repeats stop costing money.

On repetitive workloads this cuts LLM costs up to 60-70% on repetitive workloads, and every hit comes back with a confidence score so reuse stays safe. Community edition ships at full power, free to run.