Product & Technology — AI Assessment Survey

01About You

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

Full Name

Please enter your name

Email Address

Please enter your email

Company

Please select your company

Employment Type

Please select employment type

Primary Role

Please select your role

Years of Experience

Please select experience level

02Pulse Check

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

How are you feeling about your job right now?

😞Struggling😐Just getting by🙂Doing OK😊Enjoying it🔥Loving it

Please select an option

How energized do you feel day-to-day?

🪫Running on empty😴Low energy⚡Steady💪Energized🚀Fired up

Please select an option

How do you feel about the future of your company / team?

😟Worried🤷Uncertain🙂Neutral😃Optimistic🌟Very excited

Please select an option

Do you feel supported with the tools and resources you need?

❌Not at all😕Somewhat lacking👍Adequate😊Well supported🎯Fully equipped

Please select an option

03IDE & Development Tools

What's in your daily toolkit?

Primary IDE / Code Editor

Please select your primary IDE

Secondary IDE / Code Editor

04AI Tool Adoption

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

Which AI coding tools do you currently use?Select all that apply — then rate how much you use each one

GitHub Copilot Cursor AI Claude (claude.ai / API) Claude Code (CLI) ChatGPT / OpenAI Bolt Builder Lovable Amazon Q / CodeWhisperer Google Gemini I don't currently use any AI coding tools Other

Rate your usage of each selected tool:

Please select at least one option

How frequently do you use AI tools in your work?

Constantly — they're embedded in my workflow all day Several times a day A few times a week Occasionally — maybe a few times a month Rarely Never I want to, but I haven't had the time to get started

Please select an option

What do you primarily use AI tools for?Select all that apply

Code generation / autocomplete Debugging / error resolution Code review / refactoring Writing tests Documentation Understanding unfamiliar code Architecture / planning Writing PRDs / specs SQL queries / data work DevOps / CI/CD configuration General research / learning I don't use AI tools

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.

Which AI tools does the company pay for that you use?Select all that apply

GitHub Copilot Cursor Pro / Business Claude Team / Enterprise ChatGPT Team / Enterprise Other company-paid AI tools None — the company doesn't provide any AI tools I'm not sure what the company pays for

Please select at least one option

Do you pay for any AI tools out of your own pocket?

No — I don't use any AI tools outside what the company provides No — I use free tiers only Yes — I pay for at least one AI tool myself

Please select an option

Which AI tools do you pay for yourself?Select all that apply

ChatGPT Plus / Pro Claude Pro GitHub Copilot Cursor Pro Gemini Advanced Other

Approximately how much do you spend per month?

Under $20/month $20–$50/month $50–$100/month Over $100/month

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!

For each practice, select the option that best describes you:

Not Familiar

Know It, Don't Use It

Use Regularly

Rules files (.cursorrules, claude_project, custom instructions)

Not Familiar Know It, Don't Use Use Regularly

Creating a PRD or plan file before coding with AI

Not Familiar Know It, Don't Use Use Regularly

Starting new chat windows / sessions to manage token context

Not Familiar Know It, Don't Use Use Regularly

Referencing docs, files, or codebase context in prompts

Not Familiar Know It, Don't Use Use Regularly

Prompt engineering / structured prompting techniques

Not Familiar Know It, Don't Use Use Regularly

Multi-step workflows (plan → implement → review with AI)

Not Familiar Know It, Don't Use Use Regularly

Please answer all rows

08Agents & Advanced AI Concepts

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

For each concept, select your level of familiarity and usage:

Not Familiar

Know It, Don't Use It

Use Regularly

AI Agents (autonomous task execution, e.g. Claude Code, Devin)

Not Familiar Know It, Don't Use Use Regularly

Sub-agents / multi-agent orchestration

Not Familiar Know It, Don't Use Use Regularly

AI Personas / specialized role prompts

Not Familiar Know It, Don't Use Use Regularly

MCP (Model Context Protocol) / tool use

Not Familiar Know It, Don't Use Use Regularly

RAG (Retrieval-Augmented Generation)

Not Familiar Know It, Don't Use Use Regularly

AI-assisted code review (BugBot, CodeRabbit, etc.)

Not Familiar Know It, Don't Use Use Regularly

AI for test generation / QA automation

Not Familiar Know It, Don't Use Use Regularly

Please answer all rows

09Self-Assessment

Rate yourself honestly — there are no wrong answers here.

How would you rate your overall AI tool proficiency?

Beginner — I'm just getting started Developing — I use basic features but know there's more Intermediate — I'm comfortable and use AI daily Advanced — I use sophisticated workflows and techniques Expert — I push the boundaries and experiment with cutting-edge approaches

Please rate your proficiency

How has AI impacted your productivity in the last 3 months?

Significantly decreased Slightly decreased No noticeable change Slightly increased Significantly increased

Please select an option

How has AI impacted your code quality?

Worse — more bugs Slightly worse About the same Slightly better Better — cleaner, fewer bugs

Please select an option

What is your biggest challenge with AI tools right now?

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.

How much of your time goes to each of these non-coding activities?

None / Minimal

Some (1–3 hrs/wk)

Significant (4+ hrs/wk)

Meetings (standups, planning, retros, 1:1s)

None / Minimal Some Significant

Code reviews

None / Minimal Some Significant

Sprint planning / grooming / estimation

None / Minimal Some Significant

Slack / email / async communication

None / Minimal Some Significant

Debugging / troubleshooting production issues

None / Minimal Some Significant

DevOps / deployments / environment setup

None / Minimal Some Significant

Documentation / writing specs

None / Minimal Some Significant

Helping teammates / answering questions

None / Minimal Some Significant

Context switching between tasks / projects

None / Minimal Some Significant

Waiting (on builds, PRs, approvals, blockers)

None / Minimal Some Significant

Please answer all rows

Roughly what percentage of your work week is spent actually writing code?

Less than 25% 25–50% 50–75% More than 75%

Please select an option

11Learning & Growth

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

How do you currently learn about AI tools and techniques?Select all that apply

YouTube tutorials / videos Online courses (Coursera, Udemy, etc.) Blog posts / articles Twitter/X / social media Podcasts Official docs / changelogs Discord / Slack communities Colleagues / internal sharing Conferences / meetups Books I don't actively follow AI developments

Please select at least one option

Which podcasts do you listen to?

Please share which podcasts you listen to

How many hours per week do you spend learning about AI tools and techniques?

0 — I don't currently invest time in this 1–2 hours 3–5 hours 5+ hours

Please select an option

Are there specific resources, people, or channels you follow?

Please share your resources (or type "None")

12Meetings & Standups

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

Approximately how many scheduled meetings do you have per week?

0–2 3–5 6–10 10+

Please select an option

Rate the following statements:

Daily standups are a valuable use of my time

Strongly Disagree Disagree Neutral Agree Strongly Agree

Sprint planning meetings help me understand what to work on

Strongly Disagree Disagree Neutral Agree Strongly Agree

Retros lead to meaningful changes in how we work

Strongly Disagree Disagree Neutral Agree Strongly Agree

I have enough uninterrupted focus time to do deep work

Strongly Disagree Disagree Neutral Agree Strongly Agree

Most meetings I attend could have been an async message

Strongly Disagree Disagree Neutral Agree Strongly Agree

Please rate all statements

What would improve meetings at your company?

Please share your thoughts

13Work Tracking & User Stories

Understanding how work gets planned, tracked, and logged.

Do you log hours against user stories / tasks?

Always — every task gets hours logged Usually — most of the time Sometimes — when I remember or when required Rarely Never — we don't track hours

Please select an option

How often do you do work that doesn't have a user story or ticket?

Never — everything has a ticket Rarely — almost everything is ticketed Sometimes — ad-hoc requests or quick fixes come up Frequently — a lot of my work is untracked Most of my work doesn't have a story

Please select an option

What type of work typically happens without a user story?Select all that apply

Bug fixes / hotfixes Tech debt / refactoring Code reviews Helping teammates / pair programming DevOps / infrastructure Research / prototyping Meetings / communication overhead Everything is tracked where I work

Please select at least one option

How familiar are you with how story points are assigned at your company?

Not familiar — I don't know how they're determined Vague idea — I know we use them but not our standard I understand our standard and follow it Very confident — I could explain our standard to a new hire

Please select an option

How consistently are story points applied across your team?

Inconsistent — everyone seems to estimate differently Somewhat consistent — there are differences but it's close Consistent — the team is generally aligned We don't use story points

Please select an option

How well do user stories capture what you actually need to build?

Poorly — often vague or missing key details Below average Adequate Good Excellent — clear acceptance criteria, well-scoped

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.

What training or resources would help you be more effective with AI tools?Select all that apply

Hands-on workshops (live, with exercises) Recorded training videos I can watch on my own time Internal knowledge base / best practices wiki Pair programming sessions with power users Dedicated learning time (e.g., Innovation Fridays) Tool-specific training (Cursor, Claude, Copilot, etc.) Prompt engineering / AI workflow training I feel well-equipped already

Please select at least one option

What tools or licenses would make the biggest difference for you?

Please share your thoughts (or type "None")

What is the single biggest thing slowing you down in your day-to-day work?

Please share what slows you down

Anything else you'd like leadership to know?

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

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AI Assessment Survey

Product & Technology
AI Assessment Survey