Six months ago, seven women’s rights organizations across Africa completed something unusual: a 12-week bootcamp that didn’t just introduce them to artificial intelligence, but dismantled and rebuilt the development process itself through a human-rights lens. They studied where bias enters AI systems, wrestled with contested definitions of algorithmic fairness, and worked hands-on with technical mentors on real datasets. Each organization left with a concept paper for a tool grounded in a problem their own community had defined.
Now, through the Gender & AI Innovation Collective (GAIC), those concept papers are becoming working prototypes.
Run by the A+ Alliance and co-led by Women at the Table and Code for Africa, with support from IDRC and FCDO, GAIC gives each team six months inside the AI Innovation Sandbox: a secure, human-rights-focused testing environment pre-loaded with open-source models and a curated feminist knowledge base. The organizations retain full ownership of everything they build.
Seven teams were selected for this phase, spanning six countries and six languages.
Àdàbà AI, built by DigiCivic Initiative in Abuja, Nigeria, automates legal evidence preservation and case triage for survivors of technology-facilitated gender-based violence, turning a reactive process into a rapid-response one.
AgriMama AI, from the Gweth Foundation in Homabay, Kenya, gives women farmers a voice-and-text tool in Kiswahili for crop diagnosis, market price tracking, and building the kind of financial profile that unlocks credit.
Smarthealth Communities, developed by the Women Genital and Fertility Health Foundation in Lagos, Nigeria, localizes an open-source medical LLM into Pidgin English, helping low-literacy health workers screen for obstetric emergencies offline.
The Inclusive SRHR & GBV System, from Vision for the Blind in Bombali District, Sierra Leone, adapts open-source health data systems to serve visually impaired and disabled survivors, a population most platforms overlook entirely.
YanchiAI, co-created by SheRises and Abren for Generation in Addis Ababa, Ethiopia, is a voice-driven Amharic assistant that helps female factory workers calculate overtime pay and understand their labor rights without leaving a digital trail.
N’GONI NANA, built by ABIC Dioïla in Mali, translates business training into Bambara through an interactive voice assistant, opening entrepreneurship education to women with no formal schooling.
The GBV Support & Referral Tool, developed by Musasa and ARC in Harare, Zimbabwe, draws exclusively from verified clinical and legal databases to support survivors in Shona, with custom guardrails so trauma disclosures aren’t silenced by default AI safety filters.
What connects these seven prototypes is not a shared technology stack or a shared language, but a shared method: organizations building for their own communities, with context shaping the technical decisions from the start rather than being added afterward.
Over the coming months, we’ll be sharing how each build progresses. Follow the Gender & AI Innovation Collective page for updates as blueprint becomes tool.