Vibe Fire Fairness: web app built with Lovable in 2026
Fire Fairness is a web app built with Lovable by Shalini Ananda, PhD (AI researcher), added to Vibe Shipped on 2026-10-27.
Updated
Free "insurance equity engine" for non-profit legal aid groups that checks wildfire insurance claims against CAL FIRE data and satellite imagery and flags demographic bias in denials
Key facts
| Built with | Lovable |
|---|---|
| Category | web |
| Builder | Shalini Ananda, PhD (AI researcher) |
| Evidence tier | Documented (first-party source) |
| Build time (stated) | Backend repo turned into a working web app in under an hour (stated) |
| Website | https://fire-fairness-pilot.lovable.app |
| Source | https://lovable.dev/blog/from-command-line-to-community-impact |
| Source checked | 2026-10-27 |
| Added | 2026-10-27 |
Evidence
First-party maker story published by the build-tool maker (lovable.dev/blog, Sep 3 2025). An AI researcher with no front-end experience started it at a Weights & Biases hackathon and built the web app with Lovable; the story says legal aid groups helping 2025 Los Angeles fire victims use it and that 2,847 claims had been processed. Free and non-commercial by design; no revenue. Source link checked 2026-10-27.
Other apps built with Lovable
- Backchannel: Two-week guided job-search system: seven step-by-step sessions with scripts and action items for reaching hiring managers directly through warm intros and outreach instead of applying cold
- Kolbo.AI: All-in-one AI content-creation workspace for generating video, images and music with many models under one subscription, with team collaboration and project management
- Nursa Study: Clinical-placement platform for nursing schools and students from nurse-staffing company Nursa: shift scheduling, a student and university-admin portal, and credentials tracking
- Elora Health: Digital health app that sets challenges across every dimension of your health, with a calendar for scheduling workouts and challenges
- eXp Realty The Hub: Internal communications platform built to connect eXp Realty's 83,000 remote real-estate agents, with better discoverability and group workflows, replacing a per-seat vendor
More: All apps built with Lovable · The Vibe Shipped 50 · All AI build tools
Get your badge
Is this your app? Add a "Listed on Vibe Shipped" badge that links to this page.
Badge code (HTML and Markdown)
HTML
<a href="https://vibeshipped.io/ship/fire-fairness?ref=badge"><img src="https://vibeshipped.io/badge/fire-fairness.svg" alt="Listed on Vibe Shipped" height="54" /></a>
Markdown
[](https://vibeshipped.io/ship/fire-fairness?ref=badge)