AI Technologies Research Survey

Professional Profile

Full Name *

Professional Email Address *

Organization Name *

Job Title / Role *

Primary Industry Sector *

Organization Size (Employees) *

Primary Country of Operation *

Machine Learning Adoption

How would you describe your organization's current ML maturity level? *

Which ML capabilities has your organization deployed or is actively developing? (Select all that apply)

Predictive modeling Classification/categorization Anomaly detection Recommendation systems Natural language understanding Computer vision applications Time series forecasting Optimization algorithms None of the above

What is the primary infrastructure approach for your ML workloads? *

Rate your organization's ability to recruit and retain ML talent (1=Very Difficult, 5=Very Easy) *

★ ★ ★ ★ ★

Have your ML initiatives delivered measurable business value? *

What are the primary barriers to ML adoption in your organization? (Select up to 3)

Data quality/availability Lack of skilled talent Infrastructure limitations Unclear business use cases Budget constraints Regulatory concerns Organizational resistance Security concerns Leadership buy-in

How do you expect your organization's ML investment to change in 2026? *

NLP & Language AI

Which NLP/language AI applications has your organization deployed? (Select all that apply)

Chatbots/virtual assistants Document processing/extraction Sentiment analysis Translation services Content generation Search/knowledge retrieval Voice-to-text transcription None currently deployed

How critical is Arabic language processing capability for your AI initiatives? *

Rate the quality of Arabic NLP tools available to your organization (1=Poor, 5=Excellent) *

★ ★ ★ ★ ★

How is your organization currently using Large Language Models (LLMs)? *

What concerns does your organization have about LLM deployment? (Select all that apply)

Data privacy/confidentiality Accuracy/hallucination risks Regulatory compliance Intellectual property concerns Cost of deployment Integration complexity Vendor dependency Cultural/content appropriateness No significant concerns

How do you expect generative AI to impact your industry in the next 2-3 years?

Computer Vision & Edge AI

Which computer vision applications has your organization deployed or is evaluating? (Select all that apply)

Quality inspection/defect detection Security/surveillance Document/ID verification Medical imaging analysis Retail analytics Autonomous systems/robotics Augmented reality applications None currently

Where does your organization process computer vision workloads? *

What is your organization's current edge AI adoption status? *

What are the primary drivers for edge AI consideration? (Select up to 3)

Real-time processing requirements Data privacy/sovereignty Bandwidth cost reduction Connectivity reliability Latency reduction Operational efficiency Regulatory compliance Not considering edge AI

How significant is 5G infrastructure expansion for your AI initiatives? (1=Not significant, 5=Critical) *

★ ★ ★ ★ ★

Predictive Analytics & Strategic Outlook

Which predictive analytics applications does your organization use? (Select all that apply)

Demand forecasting Customer churn prediction Risk assessment Predictive maintenance Financial forecasting Resource optimization Market trend analysis None currently

Rate the accuracy and reliability of your predictive analytics outputs (1=Low, 5=High) *

★ ★ ★ ★ ★

What percentage of your digital/IT budget is allocated to AI technologies? *

Which AI technologies are highest priority for your organization in 2026? (Select top 3) *

Machine Learning/Deep Learning Generative AI/LLMs Natural Language Processing Computer Vision Process Automation/RPA Conversational AI Predictive Analytics AI Agents/Autonomous Systems

How do you expect AI to transform your business by 2030? *

Please share any additional insights on AI technology adoption challenges or opportunities in MENA

✓

Thank you for contributing to our AI Technologies research. Your insights will help shape strategic intelligence for MENA's AI transformation.

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