A benefits navigator that works in the browser and speaks three languages: English, Spanish and French. Users type or talk through their situation, NLP pulls out what they need with confidence scores attached, and the tool then walks them through what they may qualify for and keeps checking back until help has actually arrived.
Taking the top spot in an undergraduate track suggests the judging leaned less on technical flash than on who the thing actually reaches. Offering the explanation in English, Spanish and French meets a plain reality: the people who most need benefits are often the ones who hit a language barrier first. Attaching confidence scores to what it extracts, and following up rather than closing after a single answer, reads as an unwillingness to leave someone with an unresolved case.
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