Educating and Fixing Bias in Public-Facing AI Systems

We build tools and training to detect, measure, and mitigate bias in AI—especially in career, healthcare, and education applications. Our mission is simple: ensure fairness, inclusion, and transparency in technology that shapes real lives.

Why AI Fairness Matters

AI isn’t just about code—it’s making real decisions that affect lives. But too often, those decisions are shaped by biased training data that reflects inequality, not fairness.

Women are underrepresented in leadership roles in training data—so AI career copilots often don’t recommend executive positions to them.

Tools trained on limited datasets may miss symptoms specific to marginalized communities.

AI tutors and guidance apps underestimate students from underrepresented groups based on past performance trends.

Healthcare Bias

Career Bias

Education Bias

Bias in AI doesn’t always shout. Sometimes it whispers—by narrowing opportunity, erasing potential, or reinforcing outdated norms.

Our Tools at a Glance

Promoting transparency and equity in AI systems and algorithms.

Bias Audit Toolkit

Scan your datasets for missing representation and systemic skew

FairFrame Report Generator

Generate compliance-ready, public-facing fairness reports

Prompt Bias Evaluator

Test how your AI responds to different user personas

Open Education Library

Explore videos, explainers, and checklists on bias in AI

Get Involved

You can join the movement for ethical, inclusive AI:

Developer or student?

Funder or partner?

Building an AI tool?

FairFrame AI isn’t just an organization—it’s a growing community of people who believe that technology should work for everyone. Whether you're a student, researcher, policymaker, developer, or simply someone who cares about fairness in the digital age, there's a place for you here.