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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 for FREE

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.

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.

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.

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.

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

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

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Who can take part in the survey?
Who will have access to the results?
Can I have a look into the survey first?
How long will it take to complete the survey
Can I edit or customize the survey questions?

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