AI4ALL is making room for the AI outsider

Oliviana Bailey found an AI problem in the least glamorous corner of nonprofit life: setting up volunteers. Someone had to create a Google account, add the newcomer to group emails, and send the welcome messages. Bailey built a workflow to do it. In a September 2026 interview, she estimated that it saved about 30 minutes per volunteer. An organization teaching people to use AI had found its own lesson in the welcome wagon.

First, an invitation

Bailey’s route helps explain AI4ALL. She had spent four years as a Women in AI ambassador in the Benelux, yet still felt uneasy with the label. She was building communities, rather than models. The distinction mattered to her. Her work belonged to the AI world; she did not always feel that she did.

The organization’s origin story describes four expat women gathering after hours in empty offices, with cold pizza and warm wine. Their backgrounds included IT, marketing, entrepreneurship, community building, and wellness. What brought them together was concern about who would shape a technology that would affect everybody.

Those founders are Bailey, Karen Harriss, Alla Idrisova, and Jana Wilhelmus. They had met through volunteering. Their new foundation widened the invitation: women remained central, with youth, health, and the planet also part of its purpose. The ambition was to connect everyday knowledge with responsible AI use.

The room is part of the product

AI4ALL describes itself as a nonprofit “do-tank.” The word is slightly mischievous, and usefully specific. Its work consists of workshops, mentoring, startup support, and events. The offer makes sense for a professional who wants to use AI at work but has little interest in pretending to be a machine-learning researcher.

The community page reports more than 3,500 members and meetups across Amsterdam, Rotterdam, The Hague, Utrecht, and Brussels. That is the organization’s own count. Membership is free. Its geography makes the proposition tangible: there are people to meet, alongside online ways to participate.

At the November 2025 Summit at Equals Amsterdam, the agenda put women’s health, sustainable AI, practical workflows, and responsible development into the same day. Speakers included representatives from Capgemini, AWS, Cohere Labs, and other organizations. Breadth was the point. A doctor and a designer could encounter questions usually filed under someone else’s specialty.

AI4ALL’s place in the market sits between online courses, professional networks, and startup accelerators. Its distinctive combination is an accessible entry point followed by relationships that can continue. A tutorial delivers an explanation. Here, the learner can also find a mentor, a collaborator, or a person willing to look at the thing that went wrong.

A mentor you choose, a goal you own

The Women Mentor Program runs for four months. Participants create profiles on Hyve, meet potential mentors at an in-person kickoff, and request a match. Separate mid-term check-ins give mentors and mentees another chance to assess progress. Mentors of all genders are welcome; the program focuses on female mentees.

In a September interview, mentor Irina Musuc described agreeing two or three actions between sessions, then reviewing them next time. Stefanie Taylor emphasized identifying existing strengths. That approach offers a practical answer to an intimidating question: where should I begin? The next step becomes small enough to complete and specific enough to discuss.

Access has a price list

Free membership does not make every activity free. The Entrepreneur Program advertises two ten-week tracks: Idea to MVP at €300 excluding VAT, and MVP to Market at €500 excluding VAT. Both combine workshops with advice and pitching opportunities. Their names give founders a useful way to decide which stage fits.

For nontechnical teams, AI4ALL offers training in fundamentals and prompting, workflow building, responsible AI and security, and leadership. Its advertised price is €500 per person, with groups of five to forty; the final price depends on group size, location, and customization. Participants also gain community access, allowing questions to continue after the workshop.

The nonprofit’s financial machinery includes paid activities and partner support. DataChef sponsors the AI4Her Legacy Award, KickstartAI the Earth Award, and Xomnia the annual Gala. These arrangements help explain how the community operates. They also make its role clear: AI4ALL organizes learning and connections, drawing expertise from practitioners and partner networks.

Being seen, then being useful

The AI4Her Awards recognize work across Health, Earth, Future, and Legacy. Their design stretches beyond the gala: winners appear in Equals’ Role Model Campaign on posters and advertising columns in Dutch cities. Someone can encounter a woman working in AI without attending a technology conference. The audience comes with the street.

Visibility, however, has its limits. AI4ALL mentor Roelof Vuurboom warns founders against treating awards and encouraging feedback as evidence of demand. His advice is to narrow the audience and talk directly to potential customers. A busy founder can be building rapidly while learning very little about whether anybody needs the product.

“Business strategy should be precise, not polite.”Roelof Vuurboom, AI4ALL mentor

Start with the work that annoys you

Bailey’s onboarding example provides a method readers can copy: choose one repetitive task, describe its steps, try a small automation, and improve it. She also described the pressure of combining employment, volunteering, and motherhood as unsustainable. Giving AI4ALL her full-time attention was a change in her own working life, rather than an abstract argument about technology.

Wilhelmus offers the accompanying boundary. She uses AI to organize work and explore potential partners while retaining decisions about values and relationships. Her formulation is compact: “AI suggests. It doesn’t decide.”

These programs ask for participation. A founder needing customers still has to interview them; a mentee still has to act between meetings. Readers seeking passive lessons or a substitute for specialist technical study should choose accordingly. AI4ALL’s invitation is useful precisely because it leads somewhere ordinary: open a laptop, name a problem, and ask another person for help.