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AI Assessment Survey

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Product & Technology
AI Assessment Survey

Help us understand where we are today so we can invest in the right tools, training, and workflows for tomorrow. This should take about 15 minutes. If you have questions, ping Bobby Land on Slack.

01About You

Tell us who you are so we can connect your responses to your team and role.

Please enter your name
Please enter your email
Please select your company
Please select employment type
Please select your role
Please select experience level
02Pulse Check

Before we dive in — how are you feeling? Be honest, there are no wrong answers.

Please select an option
Please select an option
Please select an option
Please select an option
03IDE & Development Tools

What's in your daily toolkit?

Please select your primary IDE
04AI Tool Adoption

Which AI-powered tools are in your workflow, and how are you using them?

Select all that apply — then rate how much you use each one
Please select at least one option
Please select an option
Select all that apply
Please select at least one option
05AI Tool Spending

Help us understand what AI tools you have access to and what you're paying for yourself.

Select all that apply
Please select at least one option
Please select an option
06AI in Your Code — Past, Present & Future

Estimate what percentage of the code you write involves AI assistance. Drag each slider.

6 months ago0%
3 months ago0%
Today0%
3 months from now (your expectation)0%
6 months from now (your expectation)0%
07AI Workflow Practices

How deeply have you integrated AI into your workflow? Be honest!

Not Familiar
Know It, Don't Use It
Use Regularly
Rules files (.cursorrules, claude_project, custom instructions)
Creating a PRD or plan file before coding with AI
Starting new chat windows / sessions to manage token context
Referencing docs, files, or codebase context in prompts
Prompt engineering / structured prompting techniques
Multi-step workflows (plan → implement → review with AI)
Please answer all rows
08Agents & Advanced AI Concepts

The AI landscape is moving fast. Help us gauge where our team's awareness is.

Not Familiar
Know It, Don't Use It
Use Regularly
AI Agents (autonomous task execution, e.g. Claude Code, Devin)
Sub-agents / multi-agent orchestration
AI Personas / specialized role prompts
MCP (Model Context Protocol) / tool use
RAG (Retrieval-Augmented Generation)
AI-assisted code review (BugBot, CodeRabbit, etc.)
AI for test generation / QA automation
Please answer all rows
09Self-Assessment

Rate yourself honestly — there are no wrong answers here.

Please rate your proficiency
Please select an option
Please select an option
Please share your biggest challenge
10Where Your Time Goes

Beyond writing code, a lot of your week goes to other activities. Help us understand where.

None / Minimal
Some (1–3 hrs/wk)
Significant (4+ hrs/wk)
Meetings (standups, planning, retros, 1:1s)
Code reviews
Sprint planning / grooming / estimation
Slack / email / async communication
Debugging / troubleshooting production issues
DevOps / deployments / environment setup
Documentation / writing specs
Helping teammates / answering questions
Context switching between tasks / projects
Waiting (on builds, PRs, approvals, blockers)
Please answer all rows
Please select an option
11Learning & Growth

How are you keeping up with the rapidly evolving AI landscape?

Select all that apply
Please select at least one option
Please select an option
Please share your resources (or type "None")
12Meetings & Standups

Help us understand how meetings fit into your work and whether they're adding value.

Please select an option
Daily standups are a valuable use of my time
Sprint planning meetings help me understand what to work on
Retros lead to meaningful changes in how we work
I have enough uninterrupted focus time to do deep work
Most meetings I attend could have been an async message
Please rate all statements
Please share your thoughts
13Work Tracking & User Stories

Understanding how work gets planned, tracked, and logged.

Please select an option
Please select an option
Select all that apply
Please select at least one option
Please select an option
Please select an option
Please select an option
14How Can We Help You?

This is your chance to tell leadership what you need. These responses will be reviewed directly.

Select all that apply
Please select at least one option
Please share your thoughts (or type "None")
Please share what slows you down
Please share your thoughts (or type "N/A")

Your answers will be reviewed and help us as we build towards our future. Thank you! — Bobby