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1.Which one best describes your job/role?

Product / PM

Data Scientist / ML Engineer

Software Engineer

Marketing / Growth

Ops / RevOps / CS

Research / Academic

Creator / Soleprenuer

Other

2.What industry do you primarily work in?

E-commerce / DTC

Saas / B2B Software

Media / Content

Finance / Fintech

Healthcare / Biotech

Education

Consulting

Government / Nonprofit

Other

3.How technical are you?

Non-technical (just getting started)

Technical adjacent (prototype, no formal training)

Technical (formal training, coding frequently)

Deep Technical (build/ship models/services)

4.What are you primarily using AI for?

5.What are you primary tools?

6.What are your major pain points?

Staying up-to-date

Turning research or news into action

Getting reliable results

Measuring quality

Integrating with data sources/APIs

Cost Tracking / Optimization

Shipping POC

Other

7.Which content would you get the most value from?

Daily "what matters"

Non-technical deep dive

"Ship It" how-to guides

Weekly comprehensive research reports

Case studies / tear-downs

Prompt packs & templates

Code notebooks / repos

8.What else would you like to share?

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