An Ecosystem to enable gender parity in ML and AI

GirlsWhoML x Mozilla Festival 2025

Explore Collective Gallery
On November 7th, 2025, GirlsWhoML and Oeuvre unveiled "Below the Surface", an installation that transforms a quiet gesture into an act of visibility.
Visitors tap on our NFC chips, and each touch reveals faces and voices of real women whose presence in technology is too often unseen, creating a shared act of recognition and emergence.

The Change We're Making

Below the Surface —
Lifting Women in AI Out
of Invisibility

Millions of women perform the foundational work of AI — labelling, tagging, and cleaning the data that trains our models. Many earn only $2–4 an hour for this invisible labour. We set out to speak with these women, yet even we, in trying to make them visible, found many beyond reach. Among the submerged faces we could gather, we placed empty frames — reminders that invisibility extends deeper than we imagined.

Below the Surface illustration
Tiles of reflection illustration

Tiles of Reflection — Let Women's Voices Be Heard

Through our survey, we collected more than 200 reflections from women working across AI — their words revealing resilience, isolation, and hope. Each response became one of 24 digital tiles within the installation, glowing softly as visitors engaged. Guests were invited to select up to four tiles that resonated with them most — a simple act that amplified these women's voices. In doing so, the installation turned listening into participation, and participation into recognition.

See their stories

Two Reflective Questions — Your Reflections Matter

At the end of the experience, visitors encountered two open questions:

  1. What word best describes how you feel after exploring this installation?
  2. What is one insight or reflection you'll take away with you?

We expect to engage around more than 1,000 visitors and receive 100+ reflections. Together, these responses form a living archive of empathy and awareness — the first of its kind to document how people feel when confronted with the gendered invisibility embedded in AI.

It is both a mirror and a measure of change, reminding us that visibility is not given — it is created, collectively.

Q1. What word best describe...
Q2. What is one insight or...
This experience gave me the confidence to pursue AI, something I never imagined possible...
Send your reflection

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of Women in AI

Your donation helps us reach our goal of introducing 100,000 women and non-binary individuals to machine learning through free education, mentorship, and real-world opportunities.

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Voices & Reflections: Women Shaping AI

"It was a transformative experience collaborating with women from over 20+ countries, amplifying their stories and experiences with AI and ML, and creating much-needed representation in the emerging tech space."

Samina, India