Frame a research question, organize supplied sources, and turn claims into a traceable decision memo.
AI Workflow Evaluation
Evaluate supplied AI-workflow proposals using reference labels, anchored rubrics, precision and recall, human review, and regression checks.
What you’ll learn
Evaluate supplied AI-workflow proposals using reference labels, anchored rubrics, precision and recall, human review, and regression checks.
- Create policy-linked labels and a reproducible evaluation boundary
- Calculate confusion counts, precision, recall, and undefined metrics correctly
- Compare revisions with explicit risk gates, review capacity, and a bounded decision report
The curriculum
- 01Define a Decision and an Evaluation Boundary16 min lesson + exercise estimateFree preview
- 02Build Labels and Separate Development from Review20 min lesson + exercise estimate
- 03Score Draft Quality with Observable Anchors20 min lesson + exercise estimate
- 04Calculate Precision, Recall, and Undefined Results22 min lesson + exercise estimate
- 05Design Review Around Errors and Capacity22 min lesson + exercise estimate
- 06Compare Revisions and Publish a Bounded Report25 min lesson + exercise estimate
What you’ll need
Comfort with simple fractions and editing text files; prior AI Foundations knowledge or equivalent familiarity with AI drafting and review is helpful. A calculator and text editor are sufficient; a spreadsheet is optional. No coding, API key, live AI, or subscription is required. All candidate outputs are authored practice fixtures, not model measurements.
A reproducible evaluation packet comparing two authored routing candidates, four scored drafts, and a supervised-test recommendation.
Work through the exercises at your own pace and adapt the result to a task that matters to you.
How access works
- Try the first lesson. Read the preview and complete its exercise before deciding.
- Pay once through Stripe. The price is $59 USD for this course. There is no recurring subscription.
- Keep your private order link. After payment confirmation, your order page unlocks the lessons and ZIP download. The browser also saves the purchase in My learning.
Download the course and workbook for offline study. Online access lasts while the service operates. Live tutoring, certificates, and external tool subscriptions are not included.
Another skill
to build on.
Compare a few related courses. Every one begins with a free lesson.
Build and inspect a small local knowledge-retrieval workflow with source IDs, answerability checks, citations, and evaluation.
Build a controlled AI processing workflow with evidence checks, measured quality, human approval, and a reversible rollout plan.