Equity & Access to AI
A tool that brings the benefits of AI to broader audiences or expands access to opportunity.
What this prompt is really asking.
AI is the latest technology where access is the question. Public benefits are buried in 14-page forms. Civic and legal documents are written for people with degrees. The most useful information is locked behind tools that assume English fluency, broadband, and a phone with 64GB free.
Build something that brings the benefits of AI to a population that is being left behind by default. Not a translator. A useful product that meets people where they are.
AI’s economic surplus is currently being captured by people who already had access. Closing that gap is the most leveraged thing the MLT community can do with this toolchain.
Concrete starting points.
Pick one. Or invent one of your own — these are starting points, not assignments.
- 1
Plain-language access to public benefits
SNAP, WIC, EITC, Medicaid — generate a personalized eligibility check and an action plan to apply, with the deadlines that matter.
- 2
Local resource finders for underserved zip codes
Map clinics, food pantries, legal aid, and after-school programs by zip code. Surface the ones that actually have capacity this week.
- 3
AI translators for civic and legal documents
Lease, eviction notice, court summons, IEP — translate to a 6th-grade reading level and surface the three things to do next.
- 4
Small-business AI starter kits
A bookkeeping helper, an invoice generator, and a customer-FAQ chatbot — packaged for owner-operators with no IT staff.
- 5
Tutoring for first-generation students
Subject help that knows the student’s curriculum, writes on the student’s level, and prompts the parent on what to ask the school.
How judges will know it worked.
A specific person from the target population used it and explained — in their own words — what changed.
It works on a phone with spotty connectivity.
There is a path to keep it running through 2026: institutional partnership, foundation funding, or a sustaining user base.
Where most teams will start.
Use anything you like — these are the ones we’d reach for first. Full quickstarts on the resources page.
Lovable
Plain-English to live web app — fastest path for non-engineers.
Google AI Studio
Free Gemini Flash — generous limits for translation and summarization at scale.
Replit
AI Agent + free hosting — useful for SMS or low-bandwidth interfaces.
Mentors paired at kickoff. Office hours run daily during build week.
Pick "Equity & Access to AI" at signup.
You can change your mind once before kickoff. After that, your prompt is locked.