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Margin Notes

Lens on a Single AI Model

It is easy to generate text; it is hard to generate truth. A robust review acts as a structural audit, finding the cracks in the foundation before the building rises.

Share your evaluations of specific models. From reasoning capabilities to creative nuance, your reports help map the capabilities of the current generation.

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AI Model (Select up to 1)

If an AI helped create or shape your experience, add it here.

Type at least 3 letters to search for an AI make or model. You can select up to 1 model(s).

No AI models added yet.

    What were the main areas you used the AI? (Select up to 5)

    How often did you use the AI when you used it the most? (Select up to 1)

    Do you still use it? (Select up to 1)

    How did the quality vary over time? (Select up to 1)

    What were the main ways you viewed your relationship with this AI? (Select up to 3)

    How were the response levels? (Select up to 1)

    commentary on if a particular model talked a lot or not.

    Poorly Extremely Well
    Robotic Completely Human
    Very inaccurate Extremely Accurate

    What were the main positive ways you used this AI, if any? (Optional) (Select up to 10)

    What main failures if any did you experience using this model? (Optional) (Select up to 15)

    Poor Logic Excellent Logic
    Never Constantly
    Refuses Constantly Never Refuses
    Never Unsafe Often Gave Unsafe Output

    When reprompting was needed, why did you usually have to do it? (Select up to 3)

    How did it best handle code? (Optional) (Select up to 1)

    Not at All Always
    Never Always
    Never Always

    How appropriate was the tone for your needs? (Select up to 1)

    Consider if it varied it's word choice, or if it repeated answers despite you not requesting it.

    Never Nearly Every Time

    This means that it didn't just do what you explicitly asked and added proper detail or steps reading your needs and nuance properly.

    Never Always

    Consider if the actual sentences or thoughts were cut off. If it gave incomplete information and did not fully answer your requests.

    Never Complete Always Complete
    Poorly Seamless

    If you wanted emotional answers did it give them to you? If you were trying to work was it simulating an emotional meltdown?

    Inappropriate Appropriate
    Never Always
    Never Always

    Was it able to change modes if it needed to be serious versus casual?

    Never Always
    Poorly Extremely Well

    Did it feel like it was sitting with you coordinating (connected)? Did it feel like it wanted to be done with you as soon as possible or as attached as wikipedia is to someone reading it (detached)?

    Detached Strongly Connected
    Too Slow Very Fast
    Dry Very imaginative
    Narrow Broadly Capable

    Did it remember that you hate emojis which you mentioned a month ago? Did it remember your favorite snack you casually mentioned a week ago?

    Never Extremely Well

    Do not answer if never used or the model does not have this feature. Did it give you the tools you wanted and needed to interact with the AI efficiently while collaborating in it's dedicated workspace?

    No Useful Features Many Useful Features
    Never Always

    What are the top 3 ways, or less, you access the AI? (Select up to 3)

    Did you use any of the following with this model? (Optional)

    Not at All Extremely
    Not at All Extremely
    Never Often
    Not at All Almost Always

    Do not answer if the AI does not have this feature or you never used it. This is called "Canvas" on Gemini and ChatGPT. Artifacts on Claude. It's where the model writes separate documents or code.

    Inefficiently Appropriately
    Poor Excellent

    What made the interface hard to use? (Optional)

    What made the interface easy to use? (Optional)

    What do you wish the AI could have done or had that it did not? (Optional) (Select up to 10)

    general options meant for single AI questions

    Just Delete It Incredible

    How long have you been using LLM AIs? (e.g. Claude, ChatGpt, Gemini, Grok) (Select up to 1)

    Are you any of the following? (Select up to 4)

    to help identify special usercase of user

    How old are you? (Select up to 1)

    What is your technical background? (Select up to 1)