About
The Problem
AI systems are powerful, yet they still produce confident errors
Independent monitors and researchers continue to document chatbots repeating false claims and generating misleading content, which raises real trust and safety concerns.
Public concern about inaccurate information from AI is high. The information ecosystem is shifting fast with AI-generated content sites operating with little oversight.
Inside organizations, AI adoption is rising, which increases the need for practical AI literacy so teams can use these tools responsibly and effectively.
Our Solution
Challenge-based learning that builds real-world AI literacy skills
Challenge-Based Learning
Work through realistic scenarios where you read sources, test assumptions, and correct AI outputs. Learn by doing, not just reading.
Adaptive AI Practice
Our assistant intentionally introduces realistic mistakes so you can spot patterns and verify with sources. Get instant feedback on your accuracy.
Evidence and Feedback
Submit answers with citations, then receive targeted feedback on reasoning, sourcing, and accuracy. Build systematic verification skills.
Skills You Will Master
Transform your career with these essential AI literacy skills
Master the art of spotting AI hallucinations, biases, and reasoning errors before they mislead you or your team.
- Identify hallucinations and false claims
- Spot biases and reasoning slips
Learn to check citations, weigh credibility, and validate claims against reliable references with confidence.
- Evaluate source credibility effectively
- Cross-reference claims with reliable data
Apply structured thinking patterns to catch logical fallacies and strengthen your analytical reasoning.
- Identify logical fallacies and weak arguments
- Apply structured thinking frameworks
Understand what LLMs do well, where they fail, and how prompts influence their outputs and behavior.
- Understand AI model capabilities and limits
- Learn how prompts influence AI behavior
Craft effective prompts, probe failure modes, and systematically evaluate AI responses for quality.
- Design prompts that get better results
- Test and evaluate AI response quality
Navigate modern media environments with healthy skepticism and advanced verification techniques.
- Develop healthy skepticism for digital content
- Master advanced verification techniques
Why Vetted Lab
Built for the modern workplace with real-world applications
01
Real-world relevance
challenges mirror issues that show up in work, school, and the news
02
Expert-informed content
guided by current research on factuality, safety, and evaluation
03
Adaptive learning
difficulty adjusts as your skills grow
04
Career value
verification skills are increasingly expected as AI rolls out across teams