Vetted Lab
Mission-driven AI literacyVetted Lab

An applied AI literacy lab for teams shipping responsibly

Vetted Lab trains builders, analysts, and operators to spot AI failure modes before they matter. We ship high-signal challenges that mirror the messy work of validating claims, vetting vendors, and making judgement calls with clarity and care.

66%

of U.S. adults are highly concerned about inaccurate AI information.

1,271+

AI-generated news sites tracked by NewsGuard's monitoring center.

28%

fail rate when 11 leading chatbots were tested on false claims.

71%

of surveyed organizations report using generative AI today.

Why now

AI systems still make confident errors. Teams need structured reps to practice interrogating answers, verifying sources, and communicating risk in real time.

Confident model errors
Mitigate hallucinations before they hit production

Independent monitors and researchers document chatbots repeating false claims and producing misaligned recommendations. We translate those incidents into realistic, hands-on drills.

Rising stakeholder expectations
Build trust with customers and regulators

Public concern around AI misinformation and safety is accelerating. Teams that can evidence-check fast and communicate clearly stand apart.

Momentum with structure
Keep the team shipping responsibly

We combine capture-the-flag energy with lightweight analytics so you can see where skills are building and where support is needed.

Our Solution & Skills You'll Master

Challenge-based learning that builds real-world AI literacy skills

How We Teach

MethodInteractive Learning

Challenge-Based Learning

ScenariosPractice

Work through realistic scenarios where you read sources, test assumptions, and correct AI outputs. Learn by doing, not just reading.

Hands-on Experience
MethodAdaptive Learning

Adaptive AI Practice

FeedbackMistakes

Our assistant intentionally introduces realistic mistakes so you can spot patterns and verify with sources. Get instant feedback on your accuracy.

Smart Feedback
MethodEvidence-Based

Evidence and Feedback

CitationsAccuracy

Submit answers with citations, then receive targeted feedback on reasoning, sourcing, and accuracy. Build systematic verification skills.

Targeted Learning

Skills You'll Build

SkillDetection

AI Mistake Detection

HallucinationsBiases

Master spotting AI hallucinations, biases, and reasoning errors before they mislead you or your team.

Critical Thinking
SkillVerification

Source Verification

CitationsCredibility

Learn to check citations, weigh credibility, and validate claims against reliable references.

Research Skills
SkillAnalysis

Critical Analysis

LogicFrameworks

Apply structured thinking patterns to catch logical fallacies and strengthen analytical reasoning.

Logical Thinking
SkillEngineering

Prompt Engineering

DesignEvaluation

Craft effective prompts, probe failure modes, and systematically evaluate AI responses.

AI Interaction

Start Your Journey

Pick a challenge, open the sources, and put your skills to work. Learn to trust, then verify.

🌟 Join thousands of learners building AI literacy skills