---
title: "Assess AI Fluency in Every Role, Not Just Engineering"
description: "Give candidates a real assignment with Claude, GPT, Gemini and Llama built in, then replay every prompt, edit and AI response to see how they use AI."
canonical: "https://coderpad.io/features/ai-fluency/"
last_modified: "2026-09-07 19:40:53"
---
# Hire for AI fluency, in every role.

Every role is a technical role now. Give candidates a real assignment, real files, and real models, and watch whether AI makes them faster and better.

[Get a demo](https://coderpad.io/sales/) Marketing Sales Customer Success Product

Try it — click Files on the left to switch the output, or prompt AI Assist on the right.

AI Fluency Pad · Marketing Candidate Recording Files DOC campaign-brief CSV channel-spend ART Artifacts campaign-brief.doc channel-spend.csv dashboard.html

### Campaign Brief & Interview Task

Marketing · AI Fluency interview · 30 minutes

#### Scenario

You’re a growth marketer at a B2B SaaS company. Last quarter’s multi-channel campaign just wrapped, and leadership wants a clear read on what worked before the next budget cycle.

#### Your task

Using the attached data and AI Assist, produce a summary leadership can act on. Specifically:

- Pull the key metrics from the channel spend data.
- Build a simple HTML dashboard that highlights performance by channel.
- Recommend where to shift budget next quarter, with reasoning.
Interviewer note: evaluate how the candidate prompts, iterates, and sanity-checks the AI’s output—not just the final result.

#### What we’re assessing

- Prompt quality and specificity
- Iteration and error-checking
- Judgment applying AI output to a real decision
Campaign Performance Live preview 3.1x ROAS 1,240 MQLs $48 Cost per lead 18% Conv. rate Leads by channel Spend share AI AI Assist Mode Edit ▾ Edit ✓ Chat Agent Model Claude ▾ Claude ✓ GPT-4o Gemini C Candidate Use the`campaign-brief.md`file to create an HTML dashboard that summarizes the key metrics. AI Claude · Edit I pulled the channel metrics and built an HTML dashboard with ROAS, MQLs, cost per lead, and leads by channel. ✓ Dashboard created → Artifacts Edit · Claude ➤

## The messy files the job actually hands them

Candidates don’t get emails. They get a workspace with the same materials for the role. You upload the file or use our templates.

Because everyone gets the same set, you’re comparing candidates on the same criteria — and you find out fast who can perform on the job to solve a realistic work challenge.

![Solve realistic work with AI fluency](https://coderpad.io/wp-content/uploads/2026/08/coderpad-solve-realistic-work-challenges-with-ai-fluency.png)

## Watch real prompting, iteration, and judgment

Every candidate gets a consistent experience with Claude, GPT, Gemini, and Llama built into the pad. Candidates don’t bring their own accounts, and your team doesn’t configure anything. You see the candidate, not their tooling.

![Watch real prompting with actual ai tools](https://coderpad.io/wp-content/uploads/2026/08/coderpad-watch-real-prompting.png)

## Replay every prompt, edit, and AI response

Every prompt, edit, model switch, and response is captured — scrub the timeline to the moment the work turned, or skip straight to the usage summary and make the call in two minutes.

![replay an ai coding interview afterwards](https://coderpad.io/wp-content/uploads/2026/08/coderpad-ai-fluency-replay.png)

## Assess AI fluency
in every role

[Get a demo](https://coderpad.io/sales/)