To understand the Data management challenges faced by commercial enterprises in building AI use cases

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* 1. : Which industry does your organization belong to?

A: Retail

A: Finance

A: Healthcare

A: Technology

A: Manufacturing

Other (please specify)

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* 2. What is the size of your organization (number of employees)?

Fewer than 500

500–1,000

1,000–5,000

Over 5,000

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* 3. What are the biggest data management challenges your organization is facing? (Select all that apply)

Data silos across departments

Data privacy and security concerns

Ensuring data quality and accuracy

High data processing costs

Lack of skilled professionals

Difficulty integrating legacy systems

Compliance with regulations (e.g., GDPR, CCPA)

Other (please specify)

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* 4. On a scale of 1–5, how critical is resolving these data challenges for achieving your business goals?

1: Not Critical

2: Slightly Critical

3: Moderately Critical

4: Very Critical

5: Extremely Critical

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* 5. How does your organization currently address these challenges? (Select all that apply)

Internal IT team

Managed services providers

Cloud-based solutions

Partnerships with data-focused vendors

AI-driven tools and automation

Other (please specify)

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* 6. Is your organization currently concerned with AI because of data management issues ?

Yes

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* 7. Q: If yes, in which areas is AI adoption difficult because of data issues (Select all that apply)

Predictive analytics and forecasting

Customer insights and personalization

Fraud detection and prevention

Data cleaning and integration automation

Supply chain optimization

Real-time decision-making support

Other (please specify)

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* 8. What are the main barriers to AI adoption in your organization? (Select all that apply)

High implementation costs

Lack of AI expertise

Data privacy concerns

Difficulty integrating AI with existing systems

Resistance to change within the organization

Lack of a clear business case or ROI

Other (please specify)

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* 9. In the next 2–5 years, what role do you expect AI to play in your organization?

Limited adoption for specific tasks

Moderate adoption in key areas

Widespread adoption across the enterprise

Other (please specify)

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* 10. What resources or support would help your organization better leverage AI? (Select all that apply)

Access to AI talent and training

More budget allocation for AI projects

Expert Resources

Other (please specify)

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* 11. Q: Please share any additional comments or insights on how overcoming Data challenges can improve AI adoption

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* 12. Contact Info

Name

Title

Organization

Phone Number