AI Prompt Optimizer v2.0.0

Deterministic prompt quality analysis — token savings, clarity scoring, filler detection, A/B comparison. No LLM calls, sub-10ms latency.

What it does

Submit a prompt, get back: an optimized rewrite with token savings, a clarity score (0–100), detected filler patterns ("please", "could you", AI persona clichés), and actionable improvement suggestions — all computed on edge, no external API dependencies.

POST /optimize

Rewrite prompt: strip filler, compress verbosity. Returns original vs optimized with token delta.

POST /analyze

Deep analysis: issue list, clarity score, ambiguity score, missing format/constraint flags.

POST /estimate-tokens

Token count estimate — single prompt or batch of 50. GPT-4/Claude approximation.

POST /compare

Compare two prompt variants. Returns winner by clarity score + token delta with reason.

Quick test (GET):

curl "https://api.lazy-mac.com/ai-prompt-optimizer/optimize?prompt=Please+explain+machine+learning+in+a+way+that+is+easy+to+understand+for+someone+who+is+new+to+the+field"

POST example:

curl -X POST https://api.lazy-mac.com/ai-prompt-optimizer/analyze \ -H "Content-Type: application/json" \ -d '{"prompt":"Could you please provide me with information about ML?"}'