Decision and verification worksheet
Creator Lane | Reviewed October 24, 2026
https://creatorlanehq.com/blog/llm-evaluation-scorecard-creators

A PRACTICAL LLM EVALUATION SCORECARD FOR CREATORS
Original Creator Lane decision worksheet | 2026-10-24

TASK
Audience / project:
Required outcome:
Current workflow and its specific limitation:
Options actually available without a new purchase:
Source material and permission:

DECISION QUESTIONS
Which tasks belong in the test set?
Your evidence / answer:
Unresolved detail / owner:

What should be scored as a hard failure?
Your evidence / answer:
Unresolved detail / owner:

How do you reduce personal preference bias?
Your evidence / answer:
Unresolved detail / owner:

How should speed and cost enter the score?
Your evidence / answer:
Unresolved detail / owner:

When should the evaluation be repeated?
Your evidence / answer:
Unresolved detail / owner:


PRACTICE BRIEF
Create six tasks and score each output for factual correctness, constraint compliance and readiness to use. Record review minutes separately. Choose the model that passes your must-have checks with the lowest practical burden. Publish any results only with the actual prompts, dates and limitations; this guide reports no measured winner.

ACCEPTANCE CHECKS
[ ] Use representative tasks
Evidence:
[ ] Separate critical errors from style
Evidence:
[ ] Record review time
Evidence:

RESULT LOG
Option / exact version / account or interface:
Date / source URLs checked:
Input / settings / output version:
What was actually tested (leave blank if not tested):
Accepted results / failures / correction time:
Actual charges, if any (do not estimate as measured):
Privacy / permissions / delivery checks:
Decision and main limitation:
Next action / owner:
Recheck trigger:

REFERENCES
Gemini 3.8 Flash model documentation: https://ai.google.dev/gemini-api/docs/models/gemini-3.8-flash
Claude model overview: https://platform.claude.com/docs/en/models/overview
GPT-6.1 Sol model documentation: https://developers.openai.com/api/docs/models/gpt-6.1-sol

You may adapt this original worksheet for personal and client work. Third-party materials retain their own licences.