What this is: An engineering-grade audit to reduce LLM cost and improve output quality (agents, RAG, support bots).

✅ You’ll get 💳 Cost breakdown (where tokens/money go) 🧪 Failure-mode map (hallucinations, tool misuse, retrieval misses) 🧠 Prompt/agent architecture recommendations 🧯 Guardrails + structured output plan 🧭 Model routing plan (cheap/fast vs expensive/smart) 🧊 Caching/memoization opportunities 📏 Evaluation harness blueprint (how to measure quality) 🎥 Recorded debrief (60 min)

💰 Pricing ✅ Standard: $1,497 (delivery in 5 business days) 🔥 Rush: $2,497 (delivery in 48h)

🧩 Requirements 📄 Intake form + samples (transcripts/outputs). Logs help but aren’t required.

🛡️ Guarantee If you submit intake on time and I miss the delivery window: full refund.