XPRIZE judge dossier
How AI runs Retired and Useful
Every link below opens a live surface — not a screenshot. The same production system serves members worldwide.
| Area | What it does | Model / location | Try it |
|---|---|---|---|
| Semantic matching | Embedding-based mentor ↔ shoutout match, reasoned by Gemini. | google/gemini-2.5-promatches table + agentic_logs | Browse register |
| Profile translation | On-demand EN ⇄ ES ⇄ ZH for every mentor headline + story, cached. | google/gemini-2.5-flashprofile_translations table | Open any profile → Read in |
| Safety & moderation | Every shoutout and testimonial classified before publish. | google/gemini-2.5-flashmoderation gate inside shoutouts + testimonials | Member voices |
| Support concierge | Streaming SSE chat answering questions about the platform. | google/gemini-2.5-flash/api/public/support-chat | Open support |
| Mentor outreach | Gemini drafts warm invitations from mentor_leads; staff approve. | google/gemini-2.5-flashoutreach_drafts table | Admin only |
| Voice guide | Vapi voice agent walks new members through the register. | Vapi + Gemini/talk | Try the voice guide |
| Audit trail | Every Gemini call logged with actor, stage, duration, status. | agentic_logsVisible to admin/moderator roles | Live impact metrics |
Why this matters
Retired professionals hold skills the world is losing. Retired and Useful is a global register that uses Gemini to connect them with people who need their help — across languages, regions, and trust tiers — without ever handling money between members.