Empowering Fairness in AI

FairFrame AI is a nonprofit initiative focused on making AI fair, inclusive, and accountable—especially in public-impact domains like careers, healthcare, and education. We believe that fairness in AI isn’t just a technical challenge—it’s a social imperative.

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Trusted by Experts

Join Us

Prompt Bias Evaluator: Analyze LLM-generated responses for harmful assumptions based on gender, age, or race

Bias Audit Toolkit: Scan datasets for missing representation and measure fairness across roles, diagnoses, or outcomes

Open Education Hub: Provide public resources, workshops, and explainer guides on AI bias and ethical design

We will offer:

Pilot Partnerships: Audit career or healthcare AI tools in the field and publish public-facing fairness reports

Our tools will be open-source, easy to use, and designed for non-technical organizations—including nonprofits, educators, and small startups.

Our Mission

At FairFrame AI, our mission is rooted in the belief that technology should uplift humanity—not mirror its past inequalities. We exist to ensure that artificial intelligence systems are transparent, equitable, and accountable to the diverse communities they affect.

We recognize that bias in AI is not just a technical flaw—it’s a reflection of long-standing structural inequities encoded into data and decision-making processes. Left unaddressed, these biases can reinforce discrimination and perpetuate harm at scale. Our goal is to intercept that trajectory.

Shift the AI Narrative

By spotlighting the unseen consequences of biased systems, we challenge the notion that AI is inherently neutral or objective. Instead, we reframe it as a human endeavor that must be designed with ethical rigor and inclusive intent.

Build Trust through Transparency

We help organizations understand and audit the data pipelines, algorithms, and outcomes driving their AI systems. Our frameworks make visible what’s often hidden, empowering stakeholders to take informed and responsible action.

Empower Action through Education

Through workshops, research, and storytelling, we equip communities, students, and professionals with the knowledge they need to advocate for fairer AI. We believe that informed voices lead to better choices—and more accountable innovation.

Create a Ripple of Fairness

From developers and decision-makers to affected communities, we bring everyone to the table. Our impact extends beyond systems to people—those who are often left out of the AI development conversation but are most affected by its results.

FairFrame AI is not just a watchdog—we’re a catalyst. We stand for the idea that fairness is not optional, and inclusion is not an afterthought. Together, we can build AI systems that reflect the full range of human experience—not just the data that’s easiest to collect.

Our Focus Areas

We work at the intersection of technology, equity, and impact. Our core efforts support AI systems that directly shape people’s lives:

Healthcare Systems

We audit patient-facing AI like triage chatbots and diagnostic assistants to detect blind spots that could widen health disparities.

Education Tools

We assess EdTech platforms and learning algorithms to ensure students from underrepresented backgrounds aren’t limited by skewed historical data.

Career Platforms

We evaluate AI-powered career tools—like resume screeners and job recommenders—for bias against gender, age, and race.

LLM Interfaces

We analyze how large language models (LLMs) respond to prompts from diverse personas, catching bias early in generative AI systems.

Our Approach to Impact

We’re not just highlighting problems—we’re building solutions.

Auditable, Open-Source Tools

So fairness isn’t a black box.

Accessible Education

For developers, policymakers, and everyday users.

With mission-aligned orgs across careers, health, and education.

Pilot Partnerships
person writing on brown wooden table near white ceramic mug
person writing on brown wooden table near white ceramic mug

“Technology shapes the future. We’re here to make sure it doesn’t copy the past.”

Our Commitment

➤ Making algorithmic fairness actionable, not abstract

➤ Centering marginalized voices in AI design and outcomes

➤ Enabling organizations of any size—not just tech giants—to evaluate and improve their AI systems

We are committed to:

FairFrame AI is more than just tools and audits — it’s a community dedicated to making AI fair, transparent, and accountable. Whether you’re a developer, educator, funder, or everyday user, there are many ways to contribute and help build a future where AI works for everyone.

Our Values

At FairFrame AI, our values guide every decision, every tool we build, and every conversation we spark. They reflect our belief that AI must serve all people—equitably, transparently, and collaboratively. These principles are not just ideals; they’re the framework for building a more just technological future.

Transparency

We believe AI systems should be clearly understood, traceable in their logic, and accountable in their outcomes.

Equity

We stand for fairness as the core principle of ethical AI—ensuring no one is excluded or disproportionately harmed.

Our tools and learning resources are built for everyone, regardless of background, role, or technical experience.

Accessibility
Collaboration

We believe that meaningful AI progress comes from working together across sectors, voices, and lived experiences.

Founder

AI strategist and healthcare innovation leader with over 13 years of experience across Fortune 500 companies, hospitals, and startup ecosystems. Shanthi is the inventor of an AI-powered tuberculosis diagnostic app and winner of the Houston Methodist + Ion Pitch Challenge. Her passion lies in leveraging AI ethically to create equitable outcomes for marginalized communities.

Shanthi S

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Contact Us

Reach out to discuss bias in AI and data fairness.