Platform

Prompt Intelligence

Prompts are analyzed before reaching your model. Filler phrases, redundant context, and deprecated instructions are stripped automatically — average token reduction of 40%, zero semantic loss.

What gets removed

Filler phrases
"Please", "As an AI", "I want you to act as…"
Redundant context
Repeated system prompt sections, duplicate instructions
Over-specified format
Nested JSON schemas that could be expressed in 3 lines
PII (when enabled)
Emails, phone numbers, card numbers — replaced with tokens

Opt-out per call

const response = await openai.chat.completions.create({
  model: 'gpt-4o',
  messages,
  azoth_prompt_optimize: false, // disable for this call
});

Prompt Registry

Track prompt versions, measure quality delta, and A/B test variants in Dashboard → Prompt Registry. Each optimization pass is recorded so you can audit what was stripped and why.

← Loop TerminationAI FinOps →