Crowkis for email drafting tools: cut cost and latency
email drafting tools are full of similar drafts requested over and over. A safe semantic cache turns that repetition into instant, free hits.
Email drafting tools are one of the most repetitive LLM workloads there is: similar drafts requested over and over. Every repeat is a full-price model call for an answer you already produced.
What Crowkis changes
Crowkis sits in front of your model and reuses answers by meaning, not exact text, so a reworded question still hits. It adds structural matching, per-hit confidence, freshness control, and tenant isolation, so reuse is safe, not just cheap.
In plain words. For email drafting tools, the repetition is the bill. Remove the repetition and the bill drops.
On workloads like this, semantic caching cuts LLM costs up to 60-70% on repetitive workloads, and hits return in well under a millisecond, so email drafting tools feel faster too. It's one self-hosted binary, Redis-compatible, free to run.
The cheapest, fastest answer is the one you already have and can safely reuse.