Sapa AI

Fine-Tuned Model. Built for prompts. Only prompts. Sapa does not use a general-purpose LLM. The model was fine-tuned on prompt engineering patterns, security anti-patterns, and token efficiency techniques. It understands what makes a prompt good or dangerous in ways generic models miss. Token Optimizer. Same result. Fewer tokens. Lower cost. The model restructures your prompt - removes redundancy, clarifies intent, improves context layout - so the receiving LLM needs fewer tokens. Average reduction is 38%. 100% Private. Your data never leaves your machine. Sapa runs a fine-tuned model entirely inside your Mac memory. Your prompts are processed locally and discarded immediately - never sent to any server. Security Scan. Catch what you almost sent. Before you hit send, Sapa detects credential leaks, PII exposure, API keys, connection strings, and injection patterns. Plain-English explanations tell you the risk, not just that one exists.