Decision and verification worksheet
Creator Lane | Reviewed October 24, 2026
https://creatorlanehq.com/blog/ai-model-vs-app-features-comparison

AI MODEL VS AI APP: WHY FEATURE COMPARISONS OFTEN GO WRONG
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
Why does the same model behave differently across apps?
Your evidence / answer:
Unresolved detail / owner:

How should supported input formats be described?
Your evidence / answer:
Unresolved detail / owner:

Does tool access mean the model performs the task natively?
Your evidence / answer:
Unresolved detail / owner:

What belongs in a fair comparison table?
Your evidence / answer:
Unresolved detail / owner:

How should readers reproduce a result?
Your evidence / answer:
Unresolved detail / owner:


PRACTICE BRIEF
Compare a text-only API request with an app that can search. Ask both for a current model release. The difference demonstrates tool access, not necessarily better reasoning. Repeat with the same supplied release announcement to compare reading and summarization under a shared evidence boundary.

ACCEPTANCE CHECKS
[ ] Name the interface
Evidence:
[ ] List enabled tools
Evidence:
[ ] Compare like-for-like inputs
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
GPT-6.1 Sol model documentation: https://developers.openai.com/api/docs/models/gpt-6.1-sol
Claude model overview: https://platform.claude.com/docs/en/models/overview

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