AI Assessment Efficiency Survey
Share how you assess AI efficiency so the survey can capture workflow speed, accuracy, and improvement opportunities.
Survey Context
Role / Title
*
Primary AI Assessment Use Case
*
Please Select
Model validation
Bias and fairness review
Safety and policy compliance
Performance benchmarking
Red teaming / adversarial testing
Monitoring and evaluation
Other
How Often Do You Perform AI Assessments?
*
Please Select
Daily
Weekly
Monthly
Quarterly
A few times a year
Rarely
Assessment Workflow
Current assessment method
*
Manual review
AI-assisted review
Fully automated
Hybrid approach
Other
Average time spent per assessment
*
Please Select
Less than 15 minutes
15-30 minutes
31-60 minutes
1-2 hours
More than 2 hours
Team size involved in assessments
*
Please Select
1 person
2-3 people
4-5 people
6-10 people
More than 10 people
Efficiency Evaluation
Overall efficiency rating of the current AI assessment process
*
1
2
3
4
5
Efficiency evaluation of the current process
*
Rows
Strongly Disagree
Disagree
Neutral
Agree
Strongly Agree
Speed
1
2
3
4
5
Accuracy
6
7
8
9
10
Consistency
11
12
13
14
15
Ease of use
16
17
18
19
20
Biggest bottleneck in the assessment workflow
*
Data collection
Scoring and review
Approval and sign-off
Tool navigation
Reporting and follow-up
Other
Improvement Priorities
Top desired improvement
*
Faster review
Better scoring
Fewer manual steps
Clearer criteria
Better reporting
Other
Additional comments or suggestions
Submit
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