Solution

Classifiers run at the same time as the model, so you pay only the slowest classifier instead of stacking safety checks on top of generation.

Every token is held until the verdict is green. Voice, chat, or anything in between. A single unsafe syllable never reaches the caller or the screen.

Deterministic matches for known attacks. Semantic similarity for paraphrases. Trained models for toxicity and prompt injection. Zero shot for categories you never trained on. All running at once.

Every violation category maps to a fallback message you write. Severity ordered, domain specific, editable without a redeploy.

Classifier weights load into your process and stay there. No external API calls at classify time, so latency is predictable and user prompts never leave your stack.

Every blocked turn is written to conversation history as a synthetic refusal, so the model remembers the attack and variants stop landing fresh every time.

Every block emits a structured event tagged by defense layer, classifier, category, and confidence. Dashboards and SIEM feeds wire up in minutes.