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Edge AI Governance & Monitoring Maturity Assessment

Assesses organizational readiness across edge AI governance, monitoring, risk, and MLOps practices. Designed for AI/ML leaders, DevOps, and compliance stakeholders to benchmark maturity and prioritize investment.

Sample questions

A preview of what’s in the template. Every question is editable before you launch.

32 questions · ~4 min
Q01
Long Text

Welcome to the Edge AI Governance & Monitoring Maturity Assessment. This survey takes approximately 7–10 minutes and asks about your organization's current edge AI practices, governance, monitoring, and risk posture. There are no right or wrong answers—we are interested in your honest assessment of current practices. Your participation is entirely voluntary, and you may stop at any time. All responses are confidential and will be reported only in aggregate to inform governance and operations priorities. Please click 'Next' to begin.

Q02
Long Text

What is your current level of involvement with edge AI models in your organization?

Q03
Long Text

What is your organization's current stage with edge AI models?

Q04
Long Text

How formalized are your organization's policies for the edge model lifecycle?

Q05
Multiple Choice

Which of the following signals has your organization monitored on edge deployments in the last 30 days? (Select all that apply)

Q06
Long Text

Rank the following risk areas for edge AI from highest to lowest priority for your organization.

Q07
Long Text

What are the top two or three gaps currently blocking edge AI governance and monitoring in your organization?

Q08
Long Text

What is your primary role?

Q09
Long Text

Thank you for completing this survey! Your input will help prioritize edge AI governance and monitoring improvements across your organization. Results will be shared in aggregate form.

Q10
Long Text

What scope best describes the practices you will be reporting on in this survey?

Q11
Long Text

If your organization is not yet in broad production with edge AI, when do you expect to begin or expand a pilot?

Q12
Long Text

How would you rate the level of governance control your organization applies during model development and training for edge deployments?

Q13
Long Text

How mature are your organization's service-level objectives (SLOs) or service-level agreements (SLAs) for edge model performance?

Q14
Long Text

How often does your organization conduct formal risk assessments before edge AI deployments?

Q15
AI Interview

We'd like to explore your thoughts on edge AI governance and readiness in more depth. An AI moderator will ask you up to 2 follow-up questions based on your earlier responses.

Q16
Long Text

Which function do you primarily belong to?

Q17
Multiple Choice

Which of the following edge AI use cases are most relevant to your organization over the next 12 months? (Select all that apply)

Q18
Long Text

How would you rate the level of governance control your organization applies during model deployment and release for edge environments?

Q19
Multiple Choice

What tooling does your organization use to observe and alert on edge models? (Select all that apply)

Q20
Long Text

Do any of your organization's edge AI models currently process sensitive personal data?

Q21
Long Text

Rank the following areas by how urgently they need investment to improve your organization's edge AI readiness.

Q22
Long Text

How many years of experience do you have in data, AI, or analytics?

Q23
Multiple Choice

Which model types are currently in scope for edge deployment in your organization? (Select all that apply)

Q24
Long Text

How would you rate the level of governance control your organization applies during ongoing monitoring and maintenance of edge models?

Q25
Long Text

What is the approximate average time to detect a production edge AI incident in the last 90 days?

Q26
Long Text

Based on your responses in this survey, is there anything else you believe should be considered for edge AI governance or monitoring?

Q27
Long Text

Which region best describes your primary work location?

Q28
Multiple Choice

Which edge environments are most relevant to your organization? (Select all that apply)

Q29
Long Text

Does your organization maintain a model registry or inventory that includes edge deployments?

Q30
Long Text

Approximately how many edge AI deployments were rolled back in your organization in the last 90 days?

Q31
Multiple Choice

If your organization maintains a model registry, which of the following does it track for edge models? (Select all that apply)

Q32
Long Text

In the last 6 months, how well defined and enforced were data governance controls for edge datasets in your organization?

What’s included

  • AI follow-ups

    Adaptive probes on open-ended answers that pull out detail a static form would miss.

  • Attention checks

    Built-in safeguards against rushed answers and low-quality respondents.

  • AI-drafted copy

    Wording, ordering, and branching written by the AI — tuned to your research goal.

  • Auto report

    Themes, quotes, and a plain-English summary write themselves once responses come in.

Ready to launch?

Open this template in the editor. Every part is yours to change before the first respondent sees it.