Free Survey Template
Free Survey Template
Know where in the SDLC your team uses AI effectively -
and where it doesn’t (yet)
Know where in the SDLC your team uses AI effectively -
and where it doesn’t (yet)
Know where in the SDLC your team uses AI effectively -
and where it doesn’t (yet)
Run our free survey to identify which successful AI use cases your best developers have already adopted, how they’ve done it, and what’s holding the rest of the team back.
Run our free survey to identify which successful AI use cases your best developers have already adopted, how they’ve done it, and what’s holding the rest of the team back.
Run our free survey to identify which successful AI use cases your best developers have already adopted, how they’ve done it, and what’s holding the rest of the team back.
Get your customized survey template
What You’ll Get
What You’ll Get
What You’ll Get
AI tools are in wide use across engineering teams, but results are inconsistent.
This survey helps you see the real picture in your team.
AI tools are in wide use across engineering teams, but results are inconsistent.
This survey helps you see the real picture in your team.
AI tools are in wide use across engineering teams, but results are inconsistent.
This survey helps you see the real picture in your team.
Visibility into What's Working Already
Discover the successful AI use cases driving success for your most advanced devs. Plus how and why they work in practice.
Visibility into What's Working Already
Discover the successful AI use cases driving success for your most advanced devs. Plus how and why they work in practice.
Visibility into What's Working Already
Discover the successful AI use cases driving success for your most advanced devs. Plus how and why they work in practice.
Understand Adoption & Blockers
See how widely AI is already being adopted across the full SDLC and exactly what's blocking further adoption.
Understand Adoption & Blockers
See how widely AI is already being adopted across the full SDLC and exactly what's blocking further adoption.
Understand Adoption & Blockers
See how widely AI is already being adopted across the full SDLC and exactly what's blocking further adoption.
Peer Benchmarking
Compare your team's adoption, results and practices against a growing pool of engineering orgs. Spot gaps and validated best practices.
Peer Benchmarking
Compare your team's adoption, results and practices against a growing pool of engineering orgs. Spot gaps and validated best practices.
Peer Benchmarking
Compare your team's adoption, results and practices against a growing pool of engineering orgs. Spot gaps and validated best practices.
How It Works
How It Works
How It Works
Fill the form below
You'll get a customized survey template via mail, that's ready to share.
Fill the form below
You'll get a customized survey template via mail, that's ready to share.
Fill the form below
You'll get a customized survey template via mail, that's ready to share.
Share the survey
Use our messaging template to inform your team and share the survey via Slack, Teams or email.
Share the survey
Use our messaging template to inform your team and share the survey via Slack, Teams or email.
Share the survey
Use our messaging template to inform your team and share the survey via Slack, Teams or email.
Collect feedback
The survey runs 2 weeks from the moment you receive it. You'll get 3 progress updates + reminders along the way.
Collect feedback
The survey runs 2 weeks from the moment you receive it. You'll get 3 progress updates + reminders along the way.
Collect feedback
The survey runs 2 weeks from the moment you receive it. You'll get 3 progress updates + reminders along the way.
Get report + benchmarking
After 2 weks the survey closes automatically and you'll get a detailed team report + industry benchmarking.
Get report + benchmarking
After 2 weks the survey closes automatically and you'll get a detailed team report + industry benchmarking.
Get report + benchmarking
After 2 weks the survey closes automatically and you'll get a detailed team report + industry benchmarking.
In Collaboration With
In Collaboration With
In Collaboration With






Benedikt Stemmildt
Benedikt Stemmildt
Benedikt Stemmildt
Agentic Software Development Advocate
For this survey we closely collaborated with Benedikt Stemmildt, combining both our experiences in creating developer surveys with >90% reply rates and agentic software development.
Beyond the survey template all participants also get:
Free Masterclass
Get exclusive access to a masterclass on agentic software development.
Chance to win a private Workshop
Random raffle among all teams for a private workshop on agentic software development
Beyond the survey template all participants also get:
Free Masterclass
Get exclusive access to a masterclass on agentic software development.
Chance to win a private Workshop
Random raffle among all teams for a private workshop on agentic software development
Take a Look Inside The Survey
Take a Look Inside The Survey
Explore AI use-cases and adoption across every phase of the SDLC
Explore AI use-cases and adoption across every phase of the SDLC
Adoption & Barriers
What you'll learn from this section:
How often does your team actually use AI in their daily work?
Whether AI makes their work more or less enjoyable
The factors limiting adoption
Example questions:
I use AI in my regular work - (Never / Weekly / Daily)
My AI usage is limited by (Skills / Trust / Policies)
SDLC - Ideation & Validation
What you'll learn from this section:
Where and how your team already uses AI to explore ideas, prototypes, or features
How teams rate the impact of AI in this phase
Example question:
In this context, AI helps me to - (Generate ideas / Validate features / Create prototypes)
SDLC - Requirement Preparation & Planning
What you'll learn from this section:
Where and how your team already uses AI to turn ideas into clear requirements and tasks
How teams rate the impact of AI in this phase
Example question:
In this context, AI helps me to - (Check requirement quality / Create PRDs / Estimate story complexity)
SDLC - Code & Test Loop
What you'll learn from this section:
If and how your team already uses AI coding and testing workflows
How teams rate the impact of AI in this phase
Example question:
In this context, AI helps me to - (Generate code / Explain errors / Suggest algorithms)
SDLC - Architect & Review
What you'll learn from this section:
If and how your team already uses AI to support architecture, design, and quality assurance
How teams rate the impact of AI in this phase
Example question:
In this context, AI helps me to - (Enforce standards / Suggest architecture patterns / Run security checks)
SDLC - Deploy & Operate
What you'll learn from this section:
If and how your team already uses AI to automate deployments and monitor systems
How teams rate the impact of AI in this phase
Example question:
In this context, AI helps me to - (Plan deployments / Detect anomalies / Triage incidents)
SDLC - Document & Communicate Changes
What you'll learn from this section:
If and how your team already uses AI to summarize, document, and share their work
How teams rate the impact of AI in this phase
Example question:
In this context, AI helps me to - (Summarize work / Create documentation / Generate updates)
Learn & Improve
What you'll learn from this section:
If and how your team already uses AI to reflect, learn, and continuously improve their work
How teams rate the impact of AI in this phase
Example question:
In this context, AI helps me to - (Analyze retrospectives / Suggest improvements / Measure impact)
Team & Process Changes
What you'll learn from this section:
How AI has changed the way your team works day-to-day
How roles and responsibilities are evolving with AI
Example question:
My team’s way of working has changed due to AI – (Select applicable changes)
Impact on Developer Experience
What you'll learn from this section:
How AI influences focus, confidence, and stress levels
If AI improves creativity, flow, and satisfaction in daily work
How attitudes toward AI shape the overall team experience
Example question:
Since using AI, my cognitive load is lower – (Strongly disagree → Strongly agree)
Take a Look Inside The Surveys
Start your Survey
Start your Survey
Start your Survey
Fill out the form to get instant access.
Fill out the form to get instant access.
2 week survey run-time starts when you hit send.
FAQs
FAQs
FAQs
Will answers be anonymous?
Who can take part in the survey?
Who will have access to the results?
How long will it take to complete the survey
Can I edit or customize the survey questions?


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