Quick Read

Six questions. Two minutes. Instant signal.

Pick the one statement that fits you best in each dimension. This is a quick snapshot, not the full assessment.

0 of 6 dimensions answered

Context

FunctionRole level

Question 1

General Fluency

How often do you use AI tools for work or personal tasks?

I have not really used an AI tool yet

Occasionally, mostly to ask questions and get information

Daily, across several kinds of tasks

I move between multiple tools by choice and reuse usage patterns I have refined

Reaching for AI is reflexive, and I share usage patterns that lift the people around me

Question 2

Analysis & Judgment

When AI produces analysis, how do you evaluate it?

I haven't used AI for analysis at work

I usually take what it gives me and move on

I validate facts and iterate on its first response before using

I know where AI tends to go wrong and actively probe for those failures

I have a systematic approach for catching errors and feed failures back

Question 3

Integration

How connected is AI to the other tools, data sources, and services you rely on?

I only use AI through a standalone chat window

I copy content or attach files from other apps by hand. I'm unsure what an MCP server or Skill is

I have installed at least one MCP server, connector, or Skill that I use in a repeatable workflow

I have created a Skill or developed an MCP server to connect AI directly to a custom data source or perform a custom task

I evaluate my integrations over time, replace what underperforms, and document what works

Question 4

Building

How much have you used AI to build, change, or deploy software or tools?

I have not used AI to write or change code

I have had AI generate an HTML page or artifact

I have vibe-coded or prototyped a usable workflow/tool

I can guide or evaluate AI-assisted builds with state, auth, deployment, and risk controls

I instrument and improve deployed builds and govern that loop effectively

Question 5

Agentic

How much work do autonomous or scheduled AI agents handle for you?

I have not set up anything that uses consistent context, or runs on its own or on a schedule

I have an AI assistant set up with a context store (a Project, custom instructions, or a saved knowledge base)

I have at least one scheduled or triggered automation running reliably

I run a set of agents that handle meaningful work without me starting each task

I review their outputs, catch drift, and update them so the set keeps getting better

Question 6

Operating Model

How central is AI to your day-to-day way of working?

It looks the same as it did before AI

I try AI sometimes but fall back to old methods when it feels slow

I reach for AI first on a defined set of tasks and keep basic context hygiene

AI is my first move across nearly all knowledge work, and I manage context actively

I treat my way of working as a system to improve, capturing what works and pruning what does not

Ready when you are

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