LLM Cost Optimization Engine
Cut LLM and agent spend without guessing — turn your usage exports into a costed baseline, a quality-gated model-routing table, a caching and prompt-compression plan, and an A/B measurement contract that proves the savings are real.
A 4-step agentic workflow pack for coding built to run with ChatGPT, Claude, and Gemini. Open the Markdown files, fill the variables, and paste into your model. Most buyers get a reviewable result in about 15 minutes.
- Turn raw usage and billing exports into a costed baseline — cost per feature, per call, and per 1K tokens, with drivers ranked by spend
- Route every call to the cheapest model that still clears a written quality bar, with explicit downgrade and escalation rules
- Plan exact and semantic caching plus prompt compression with hit-rate assumptions, invalidation rules, and quality guardrails
- Ship an A/B measurement contract that compares projected against realized savings and blocks quality regressions
- Encodes practitioner judgment — scoring weights, sequencing, and a failure-mode catalog — so you skip the trial and error
- Stable flow ids carry through all four prompts so the baseline, routing, caching, and measurement stay connected
- Works in any chat model — no connected tools or API keys required
Prompt Customization Service — optional help adapting variables and output to your brand voice. Choose your tier at checkout (not tied to this prompt's price).
This pack is $7 on its own. Buying every pack separately costs $1066. The Lifetime Bundle is $149 one-time — you save $917 (86% off) and unlock every future pack free.
Get the Lifetime Bundle — $149Paste the license key from your receipt. It must match this prompt pack.
What ships with your purchase
Prompt files
Plain Markdown files with `{{variables}}` you fill in, ready to paste into ChatGPT, Claude, or Gemini. No setup, no tooling required.
Usage guide
Variable reference, model compatibility, examples, and customization tips so you can adapt the pack to your brand voice.
Lifetime updates
When we improve the pack, you get the new version automatically. Email support included with every purchase.
Models tested: ChatGPT, Claude, Gemini.
The workflow inside this pack
4 composable prompts you run in order — each one picks up where the last left off.
- Step 1
Spend & Token Audit Baseline
Paste your usage or billing export, a map of which calls belong to which feature, and the token prices you are billed at.
- Step 2
Model Tiering & Routing Strategy
Paste the baseline, a catalog of candidate models with prices, and the quality bar each flow must clear.
- Step 3
Caching & Prompt-Compression Plan
Paste the baseline, the routing plan, and representative prompt templates per flow.
- Step 4
Savings Measurement & Rollout Contract
Paste the projected savings from the routing and caching prompts, how quality is measured, and how you can split or ramp traffic.
Perpetual (lifetime) use license
Your one-time purchase includes an ongoing right to use this prompt pack with the AI tools and models you control for your own and your clients' work — not for resale or public redistribution of the files as a product.
We keep the copyright
The prompt files, guides, examples, and bundled assets stay our copyrighted works (or our licensors'). Payment grants the limited license in our Terms only — it does not transfer ownership.
Need help adapting this prompt to your team? Add Prompt Customization Service at checkout.