AgenticCodersAgenticCoders

AI Investment Impact Survey

For engineering and finance leaders managing AI tool adoption

This survey is designed to do two things:

Surface the right questionsEach question represents a decision point that high-performing engineering organizations are already asking internally. By the end, you will have a mental checklist of conversations to bring back to your team.
Build industry benchmarksYour confidential responses contribute to an industry-wide benchmark report on AI adoption maturity, measurement practices, and financial impact. Participants receive the full report with aggregated insights and peer comparisons.
What you will receive (if you choose to share contact details):
  • Aggregated benchmark report: how your maturity, metrics, and governance compare to peers
  • Framework for communicating AI ROI to Finance (based on survey findings)

18 core questions + 10 optional deep-dive. Takes 4-5 minutes.

All responses are kept confidential. No individual data is shared or published.

Contact details are optional and stored separately from survey responses.