Talent evaluation for the AI era

Stop detecting AI.Start measuring fluency.

AtlasHire evaluates how well people think, prompt, and ship alongside AI — for the companies hiring them, the institutions teaching them, and the people becoming them.

Candidate Fluency Signal

Real-time interview evaluation

82/100

Strong Hire

Initial Prompting

04:12

Candidate requested scaffolding for payment webhook. + Velocity

AI Verification

12:45

Spotted security flaw in generated Stripe signature validation.

+ AI Judgment+ Debugging

Refactoring...

DID THEY USE AI?✗

→HOW WELL DID THEY USE IT?

What everyone else measures

Legacy assessments ask one question: did they use AI? It's the wrong question. The work already assumes AI.

What actually predicts performance

What separates people now is judgment, craft, and velocity when they use it.

How it works

A real-world environment that captures exactly how candidates build.

01 The Sandbox

AI-Native Workspace

Candidates build in a real IDE equipped with terminals, live previews, and a native AI assistant. We don't block AI—we measure how well they use it.

02 Real-time

Live Interviewer HUD

Empower non-technical recruiters to run technical screens with confidence. Interviewers get dynamic suggestions on what to ask next to uncover missing signals, all while live signal pills pop up in real-time.

03 Evaluate

Deep Fluency Reporting

Get scored on AI Judgment, Prompt Craft, and Velocity. See the exact difference between mindlessly copying output and actively directing intelligence.

04 Calibrate

Built-in Fairness

The platform detects and corrects interviewer bias, ensuring scores reflect actual skill, not the evaluator's subjective impression.

// Task: Build a robust multi-tenant schema

CREATE TABLE workspaces (

id UUID PRIMARY KEY,

name TEXT NOT NULL

);

CREATE TABLE channels (

id UUID PRIMARY KEY,

workspace_id UUID REFERENCES workspaces(id),

name TEXT NOT NULL

);

ATLAS ASSISTANTConnected

How do I enforce Row-Level Security so users can only see channels in their workspace?

You can use RLS policies. First, enable RLS on the table:

ALTER TABLE channels ENABLE ROW LEVEL SECURITY;

Candidate is writing policies...

INTERVIEWER HUD

LIVE RECORDING

export async function POST(req: Request) { try { const body = await req.json(); const signature = headers().get("stripe-signature"); // Candidate is verifying the webhook signature // rather than blindly trusting the payload. const event = stripe.webhooks.constructEvent( await req.text(), signature, process.env.STRIPE_WEBHOOK_SECRET ); } catch (err) { return new Response(err.message, { status: 400 }); } }

+ AI JudgmentJust now

Candidate manually corrected a hallucinated variable.

Hire for AI fluency with evidence, not vibes.

Structured, fair evaluations that show how candidates actually work with AI — integrated with your hiring stack.

Learn more

FOR INSTITUTIONS

Teach and certify the skill the market is now pricing.

Give students a measurable, defensible signal of AI fluency — and the practice to build it.

Partner with us

FOR INDIVIDUALS

Practice the interview the AI era actually asks for.

Run realistic, AI‑assisted interviews, get scored on what matters, and prove you're fluent.

Start practicing

"The tools changed, but the test didn't. We built AtlasHire because someone needed to measure what actually matters now."

Built by engineers, for engineering teams

I'm teaching I'm practicing