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Assessment

Is Your AI Feature Actually Good?

Not is it secure. Not is it reliable. Is it actually useful?

Includes a personalized analysis written by Seth based on 20+ years of engineering and startup experience.

19 questions · ~4 minutes

Question 1 of 19 Real Value

If you removed the AI from this feature, what would break?

Question 2 of 19 Real Value

Does using this AI feature save users more time than it takes them to verify the output?

Question 3 of 19 User Experience

Do users actually find and try the AI feature, or is it buried?

Question 4 of 19 Accuracy & Quality

Have you compared the AI output quality against a simple rule-based baseline?

Question 5 of 19 User Experience

How long does it take a new user to get a result from the AI feature that they actually find useful?

Question 6 of 19 User Experience

Do users understand what the AI is doing and what inputs it used?

Question 7 of 19 User Trust

Do users actually act on the AI's output, or do they mostly ignore it?

Question 8 of 19 User Experience

What does a user experience when the AI feature produces a wrong or unhelpful result?

Question 9 of 19 Accuracy & Quality

Have you ever had the AI confidently produce something completely wrong?

Question 10 of 19 Real Value

Do you have data on whether users who heavily use the AI feature retain better than those who don't?

Question 11 of 19 Accuracy & Quality

Does the AI feature work well for edge cases and unusual inputs?

Question 12 of 19 Real Value

What happens to the AI feature when the underlying model or API is unavailable?

Question 13 of 19 User Trust

Have real users, unprompted, said the AI feature was useful?

Question 14 of 19 User Trust

When did you last watch a real user interact with your AI feature without coaching them?

Question 15 of 19 User Trust

Is the AI feature loved by your power users, your casual users, or neither?

Question 16 of 19 User Trust

Would a power user trust this feature enough to use it without double-checking?

Question 17 of 19 Accuracy & Quality

When you change the prompt or update the model, how do you know if the feature got better or worse?

Question 18 of 19 Real Value

Is the AI feature getting better over time based on how users interact with it?

Question 19 of 19 Accuracy & Quality

Do you have a process for turning user corrections and bad outputs into prompt improvements?

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