AI Vibe Coding Adoption Survey
Benchmarking how teams code with AI.
Measure Your AI Adoption Score
Find your AI & Vibe coding maturity. Take the 10-minute survey to receive your benchmark and an actionable Transformation Plan.
⏱️ 10 min · 📈 Instant benchmark · 🧭 Personalized plan · 🔒 Anonymous (results published only in aggregate)
Your AI Transformation Plan includes:
- 📊 A maturity stage (0–5) mapped to your answers
- 🗓️ A 30/60/90-day roadmap
- 👥 Role-based training tracks (dev, QA, DevOps, product)
- 🛠️ Recommended tools & workflows (privacy-first options)
- 🛡️ Policy & guardrail starters (IP, data, review)
- 📈 KPIs to track uplift (delivery speed, quality, cost)
The Challenge: Finding AI-Ready Development Talent
Skills Shortage Crisis
- ⚠️ 85% of companies report difficulty finding AI-skilled developers
- ⚠️ Traditional hiring takes 3-6 months for AI-proficient candidates
- ⚠️ Training existing developers requires 2-3 months minimum investment
- ⚠️ High competition driving salaries 40-60% above market rates
Opportunity Cost
- 💸 Delayed projects while waiting for skilled developers
- 💸 Competitors gaining market advantage with faster AI adoption
- 💸 Client dissatisfaction due to slower delivery timelines
- 💸 Revenue loss from inability to scale development capacity
🔹 FAQs
Q1. What is the purpose of this survey?
This survey is designed to measure how organizations are adopting Artificial Intelligence (AI) and Vibe coding tools in software development. It aims to capture adoption rates, perceived benefits, key challenges, and real-world workflows. The insights will help benchmark the state of AI-assisted coding across industries and provide participants with valuable benchmarks against their peers.
Q2. Who should participate?
The survey is open to:
- Software developers and engineers
- Team leads and engineering managers
- IT managers and digital transformation leaders
- Decision-makers evaluating or implementing AI-driven coding solutions
Q3. How long will the survey take?
The survey consists of structured multiple-choice and short-answer questions. Most participants will complete it in 10–15 minutes.
Q4. Will my organization's data be published or shared?
No. All survey responses are strictly anonymized. Neither individuals nor organizations will be identified in the published results. Only aggregated findings will be shared.
Q5. Will I receive a copy of the results?
Yes. Participants who provide a valid email address at the end of the survey will receive a summary report of key findings, including adoption benchmarks, tool usage patterns, and emerging best practices.
Q6. Is the survey open globally?
Yes. The survey is open to developers, teams, and organizations from all regions and industries worldwide.
Q7. Can I withdraw from the survey?
Yes. Participation is voluntary. You may stop at any point, and incomplete responses will not be included in the final dataset.
Q8. What exactly is included in the free AI Transformation Plan?
Your personalized AI Transformation Plan includes six key components:
- 📊 Maturity Stage Assessment: A score from 0-5 that maps your current AI adoption level based on your survey responses
- 🗓️ 30/60/90-Day Roadmap: Step-by-step action items prioritized across three phases to accelerate your AI adoption
- 👥 Role-Based Training Tracks: Customized learning paths for developers, QA engineers, DevOps teams, and product managers
- 🛠️ Tool & Workflow Recommendations: Curated list of AI coding tools with privacy-first options that fit your organization's needs
- 🛡️ Policy & Guardrail Starters: Ready-to-use templates for IP protection, data governance, and code review processes
- 📈 Success Metrics & KPIs: Measurable indicators to track improvements in delivery speed, code quality, and development costs
Q9. Is the AI Transformation Plan really free?
Yes, absolutely. The AI Transformation Plan is provided at no cost to all survey participants. There are no hidden fees, subscription requirements, or obligations. We provide this comprehensive plan as a way to give back to the development community and help accelerate AI adoption across the industry.
Q10. How personalized is the transformation plan?
The plan is highly personalized based on your survey responses. It considers your organization size, current AI tool usage, team structure, development practices, and specific challenges. The maturity assessment, roadmap priorities, and tool recommendations are all tailored to your unique situation and goals.
Q11. When will I receive my transformation plan?
You'll receive your personalized AI Transformation Plan immediately upon completing the survey. The plan is generated instantly based on your responses and will be available for download right after submission. You'll also receive a copy via email if you provide your email address.
🔹 Consent & Privacy Notice
Consent Statement
By registering and participating, you consent to the collection, secure storage, and analysis of the information provided. Responses are anonymized, and no personally identifiable or organizational data will be disclosed without explicit prior consent.
Privacy Policy Highlights
- Data is securely stored and accessible only to authorized research personnel.
- Individual results are never disclosed; only aggregated insights are reported.
- Participants may request deletion of their data at any time.
- No sensitive personal data is requested. The survey complies with GDPR, CCPA, and equivalent data protection laws.
- Data will not be sold or used to train AI models.
- Optional telemetry or workflow data will only be collected if explicit consent is granted.
🔹 Methodology
Questionnaire Design: Built using industry research and expert consultation on AI-assisted coding and Vibe coding practices.
Participants: Developers, engineers, IT managers, and decision-makers from organizations of all sizes and sectors.
Data Collection: Conducted online via structured survey forms.
Analysis: Responses analyzed using descriptive statistics (percentages, averages, adoption rates, confidence levels). Barriers, benefits, and workflows are mapped to industry benchmarks.
Validation: In select cases, anonymized workflow telemetry may be used to validate adoption claims (only with explicit consent).
Reporting: Findings are presented in aggregate. No raw or individual-level data is ever released.
🔹 Participant Benefits
- ✅ Receive early access to the benchmark report
- ✅ Gain insights into peer adoption levels, challenges, and tools
- ✅ Help shape industry understanding of AI-powered coding
- ✅ Position your organization as part of the AI adoption conversation
Ready to Accelerate Your Development?
Take our AI Vibe Coding Adoption Survey to get a personalized plan and connect with our certified engineers.
START ASSESSMENT NOW
✅ Free assessment • ✅ Personalized recommendations • ✅ No commitment required