What concerns you most about your AI today?
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Answers are sometimes wrong
It makes things up
It is too expensive
It is too slow
Results are inconsistent
Users are not adopting it
We cannot prove the business value
How do you know when the AI is performing poorly?
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Automated monitoring
Regular testing
Human review
User feedback
Customer complaints
We usually find out after a problem
We do not measure it consistently
What do you compare AI results against?
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Known correct answers
Expert-reviewed examples
Approved company information
Historical results
Business rules
User feedback
We do not have a clear benchmark
Can you tell what changed when the AI starts performing differently?
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Yes, easily
Usually
We can track the model version
Some changes are tracked
It requires manual investigation
No
I'm not sure
What happens before an AI change goes live?
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Automated testing
Human review
Small controlled test
Basic spot checks
It depends on the team
Changes often go live directly
We do not have a standard process
What would make you immediately roll back an AI update?
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Accuracy drops
Wrong answers increase
Costs increase too much
Response times become too slow
Customers are affected
A security or compliance issue appears
We have no clear rollback rule
How should we reach you?
First Name
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Last Name
*
Work Email
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Role
*
Phone
Do you want to sign NDA
yes
Anything we should know before we speak?
Preferred mode of communication
Email
Phone
SMS