Turn one workflow idea into a test brief, prompt, and SOP.

CSLM WORKFLOW TEST BRIEF

Workflow: WF-025 — Before-and-after measurement brief
Business area: Measurement
Best-fit audience: All small businesses
Owner: [name the accountable owner]
System of record: [name the authoritative system]

Problem
Teams celebrate a fast AI draft without measuring the whole process.

Approved input
Baseline volume, handling time, delay, errors and review effort

AI role
Organize observations into a comparison brief

Human checkpoint
Owner validates definitions, sample and business outcome

Failure and stop path
Label missing evidence and avoid savings claims

Data classification
Operational measurements

Measurement
Comparable handling, correction and failure rates

Safe first test
Measure two synthetic batches using the CSLM worksheet

PROMPT DRAFT
You are assisting with before-and-after measurement brief. Use only the approved information provided. Organize observations into a comparison brief. Identify missing or conflicting information instead of guessing. Do not send, publish, pay, delete, merge, approve, or make a commitment. Return: (1) proposed result, (2) source fields used, (3) uncertainties, and (4) items for the human reviewer.

SOP DRAFT
1. Confirm the request is in scope and the input is approved.
2. Preserve the original source and stable record identifier.
3. Run exact validation rules before the AI step.
4. Use AI only for: Organize observations into a comparison brief.
5. Route the result to the named owner for this checkpoint: Owner validates definitions, sample and business outcome.
6. If anything fails or remains uncertain: Label missing evidence and avoid savings claims.
7. Record the result using: Comparable handling, correction and failure rates.
8. Keep the manual process available and stop the test if risk or correction effort increases.