Does your organization have an AI policy or standard that applies to your work?
How clear is the applicable AI policy or standard to you?
Range: 1 – 10
Min: Not at all clearMid: NeutralMax: Extremely clear
Which one policy area most needs clearer guidance?
- Scope and definitions
- Approved use cases
- Data handling and retention
- Human review requirements
- Third-party AI/vendor use
- Recordkeeping and documentation
- Incident reporting and escalation
- Model testing and validation
- Access and permissions
- Other
Do you personally use or oversee AI in your role?
Briefly describe the review or approval steps you follow when using AI in your work.
Max 600 chars
How efficient are the current AI review/approval workflows for your work?
Scale: 11 (star)
Min: Very inefficientMax: Very efficient
I know when to involve risk, legal, privacy, or security for AI-related changes.
Range: 1 – 10
Min: Strongly disagreeMid: NeutralMax: Strongly agree
Attention check: Please select “I am paying attention.”
- I am paying attention
- Strongly agree
- Strongly disagree
- Not sure
Are risk tiers or categories defined for AI systems in your organization?
What criteria determine AI risk tiers? (e.g., data sensitivity, potential impact, user reach)
Max 100 chars
How established are the following AI controls where you work?
| Rows | Not in place | Planned | Partially in place | Mostly in place | Fully in place |
|---|
| Data classification for AI inputs/outputs | • | • | • | • | • |
| Access controls and permissions | • | • | • | • | • |
| Human-in-the-loop review | • | • | • | • | • |
| Model monitoring and drift detection | • | • | • | • | • |
| Prompt injection/jailbreak defenses | • | • | • | • | • |
| Third-party AI/vendor due diligence | • | • | • | • | • |
Do you know how to report an AI-related incident or near-miss?
How many AI-related issues did you observe in the past 12 months? If none, enter 0.
Accepts a numeric value
Whole numbers only
Rank the following AI governance improvements from most to least important.
Drag to order (top = most important)
- Clarify policy and standards
- Simplify approvals
- Expand monitoring & telemetry
- Strengthen access controls
- Staff training & awareness
- Vendor/third-party governance
Allocate 100 points across the areas where investment would have the greatest impact.
Total must equal 100
- Clarify policy and standards
- Simplify approvals
- Expand monitoring & telemetry
- Strengthen access controls
- Staff training & awareness
- Vendor/third-party governance
Min per option: 0Whole numbers only
Which function(s) best describe your role? Select up to two.
- Engineering/ML
- Product Management
- Design/UX
- Data/Analytics
- Legal/Compliance
- Security/Privacy
- Procurement/Vendor Management
- Operations
- HR/People
- Finance
- Sales/Marketing
- Other
What is your seniority level?
- Individual contributor
- Manager
- Senior manager
- Director
- VP
- C-level/Founder
- Prefer not to say
How long have you been with your organization?
- < 6 months
- 6–12 months
- 1–2 years
- 3–5 years
- 6–10 years
- 11+ years
- Prefer not to say
Which region do you primarily work in?
- Africa
- Asia-Pacific
- Europe
- Latin America
- Middle East
- North America
- Prefer not to say
What is your age group?
- 18–24
- 25–34
- 35–44
- 45–54
- 55–64
- 65+
- Prefer not to say
Gender
- Woman
- Man
- Non-binary
- Prefer not to say
What is your highest level of education?
- Less than high school
- High school or equivalent
- Some college
- Bachelor’s degree
- Master’s degree
- Doctorate
- Professional degree (e.g., JD, MD)
- Prefer not to say
What is your current employment status?
- Full-time employee
- Part-time employee
- Contractor/Consultant
- Intern/Apprentice
- Other
- Prefer not to say
Welcome! This brief survey assesses how AI policies and controls work in practice. Please answer based on your current role and experience.
Any other comments or examples about AI policy, workflows, or risk controls?
Max 600 chars
AI Interview: 2 Follow-up Questions on your key responses
AI InterviewLength: 2Personality: [Object Object]Mode: Fast Thank you for completing the survey! Your input will help improve AI policy, workflows, and risk controls.