Telemetry Calculator

How do you typically work with AI?

Think about your most common AI-assisted tasks over the past week. Select the description that best fits your current workflow.

Occasional — I use AI a few times a week Regular — I use AI daily for specific tasks Integrated — AI is embedded in most of my work Orchestrated — I coordinate multiple AI tools and sessions

Rate each metric (1–10)

Be honest about where you are right now, not where you aspire to be.

Prompt Specificity How precisely do you define requirements, constraints, and expected output before prompting?

5

Vague requestsEngineering-grade specs

Turn Efficiency How few dialog turns do you need to reach a satisfactory result?

5

Many wasted turnsMinimal turns needed

Output Acceptance How often does the AI output meet your quality bar without major revision?

5

Rarely acceptableAlmost always usable

Error Recovery How quickly do you diagnose what went wrong and correct course when the AI misunderstands?

5

Start over each timeFast, precise corrections

Total Score (out of 40)

Telemetry Matrix

Your position across all four metrics. Highlighted cells show your current scores.

Metric Breakdown

Growth Recommendation

What’s Next?

Use your era classification to focus your practice. Each era has specific techniques in the book that help you advance.

All Book Tools Playbook