Define the decision
Write the exact task, acceptable output, constraints, and reasons the team may reject a tool.
Illustrative workflow brief
Choose an AI writing setup using a repeatable test
A tool-agnostic comparison method that scores representative work, correction effort, source handling, privacy fit, and cost.
- Designed for
- Small marketing teams
- Target outcome
- A documented tool decision, a fallback option, and a test record that can be repeated when pricing or models change.
Start with approved context.
One representative content task
Approved source material
A review rubric and failure threshold
Budget, privacy, and export requirements
A small path with visible decisions.
Use the same test
Run one representative input through each candidate with equivalent context and record settings.
Measure correction work
Track unsupported claims, missing context, rewrites, review effort, and export friction.
Document the choice
Select the best fit, record the limitations, and name a fallback before the next pricing or model change.
Evidence register
Know what each statement is based on.
A real brief keeps supplied facts, working assumptions, and human decisions separate throughout the workflow.
Representative taskUser-provided source
The comparison is anchored to work the team actually performs.
Scoring rubricHuman decision
The team decides which failure modes and trade-offs matter most.
Tool shortlistIllustrative assumption
Availability, pricing, privacy terms, and versions require live verification.
Deliverables
- Test plan
- Comparison record
- Correction log
- Decision brief
- Fallback criteria
Human-review checks
- Every candidate receives equivalent context
- Pricing and product availability are checked live
- Sensitive data is excluded from testing
- A human verifies the selected output against source material
Limitations
- No specific tool is recommended without a current live test.
- Model behavior and prices can change after the evaluation date.
- The evaluation is only valid for the task and constraints tested.
Your task will be different