Engineering Metrics Interpretation Engine
Turn DORA, SPACE, and cycle-time data into an honest engineering narrative and intervention plan — with confound checks, metric-gaming detection, and a leadership memo that survives scrutiny. Works in any chat model, no connected tools.
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 12 minutes.
- Turn a raw DORA / SPACE / cycle-time export into a banded baseline that separates real signal from measurement noise
- Decompose every metric that moved into ranked candidate drivers instead of a single confident guess
- Catch metric-gaming and Goodhart patterns before you present numbers that reward the wrong behavior
- Apply the confound checks — team changes, seasonality, instrumentation shifts, tiny denominators — that a naive dashboard read skips
- Walk into a leadership review with an honest narrative that states what you know, what you don't, and what you're changing
- Design interventions with an expected effect, an effort estimate, a failure mode, and a leading indicator to watch
- Runs in any chat model — paste your metrics, no plugins or connected tools 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 $1140. The Lifetime Bundle is $149 one-time — you save $991 (87% 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
Data Intake & Baseline
Paste your metric export plus the period and any team or org context, and get a baseline ledger that bands each DORA metric (elite / high / medium / low), states the trend, and flags where the data is too thin or too changed to trust.
- Step 2
Driver Decomposition
Paste the baseline ledger and your team and delivery context, and get a driver map that lists the plausible causes behind each moved metric, ranks them by evidence strength, and names what data would confirm or kill each one.
- Step 3
Anomaly & Risk Flagger
Paste the baseline ledger, the driver map, and any secondary quality signals, and get a register of anomalies and gaming patterns — each with the tell-tale that triggered it, the behavior it may be rewarding, and a severity-by-confidence score.
- Step 4
So-What Narrative Builder
Paste the baseline ledger, driver map, and risk register plus your audience, and get a narrative memo that states what actually happened, what remains unknown, and what you are changing — framed for the room you are presenting to.
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.