Launching today
Spotfound
AI-augmented lost and found platform for campus communities
2 followers
AI-augmented lost and found platform for campus communities
2 followers
Spotfound is an AI-augmented lost & found platform for campuses to speed up item recovery and verify claims. Features AI smart matching, ID OCR, 3D indoor heatmaps, anti-fraud scoring, Redis caching, real-time chat, and student RPG gamification.
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Launch Team / Built With
Render Sandboxes: a computer for every agentGive every agent its own machine. Starts in under a second
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Hey Product Hunt!
I’m Gian, a full-stack developer, and I’m excited to launch Spotfound!
Why I Built Spotfound
Traditional campus lost and found systems rely on manual logging, fragmented social media posts, or slow paper records. This leads to unclaimed items, staff bottlenecks, and identity verification risks.
I built Spotfound as a production-grade solution to digitize and automate the entire lifecycle of campus lost property from instant item reporting to secure handoffs.
Core Highlights
AI-Powered Matching & Scanning: Integrated Google Gemini for visual item comparison, instant photo tagging, and real-time student ID OCR extraction.
Anti-Fraud Verification: Dual-layer fraud detection that cross-references claimant ownership details against hidden item attributes, surfacing visual confidence scores and risk badges for admins.
High-Performance Architecture: Optimistic UI mutations (<16ms response times), Redis student masterlist caching, real-time Socket.io chat, and offline Web Scanner capabilities.
Campus Engagement: RPG-style student leveling, streak rewards, leaderboards, and an administrative Recognition Feed to celebrate civic honesty.
Specific Feedback I'd Love
AI Workflows: How intuitive do the Gemini Vision comparison and fraud-scoring interfaces feel?
Feature Scale: What additional tools or integrations would make this more valuable for enterprise, institutional, or venue management?
Thank you for checking out Spotfound! I’ll be here all day to answer your questions and hear your thoughts.