Skip to content
Consumer appsNew techTop 6% of today's analysed ideas

Crowdsourced surveillance camera avoidance map

Build a standalone map tool or browser extension that shows crowdsourced and public-record locations of ALPR and surveillance cameras (Flock Safety, municipal ALPR, red light cameras) overlaid on a map, with route planning to avoid them and alerts when entering a monitored zone. Target privacy-conscious drivers, journalists, activists, and rideshare or delivery drivers who want visibility into surveillance infrastructure near them.

Original post

What to build

A browser extension and mobile-friendly web map for privacy-conscious drivers, journalists, and gig/delivery drivers that overlays crowdsourced ALPR, Flock Safety, red-light, and municipal surveillance camera locations on a route planner, with zone alerts when entering a monitored area.

MapQuest just normalized showing ALPR camera locations to mainstream users, validating demand for surveillance-aware navigation while leaving an opening for a more complete, cross-network, privacy-first tool that incumbents are unlikely to build aggressively.

Demand

Privacy-conscious drivers, journalists, activists, and rideshare/delivery workers who want to know where they're being tracked are underserved by mainstream nav apps; the MapQuest feature's traction shows this crossing into mainstream awareness right now.

  • Hacker NewsEngagement

    "MapQuest will now show you where Flock cameras are in your neighborhood" — 276 points, 51 comments on HN, indicating high engagement with the underlying idea of surfacing surveillance camera locations to everyday users.

  • DeFlock (community ALPR mapping project)News

    Prior crowdsourced efforts to map ALPR and surveillance camera locations already exist and have built community contributor bases, showing people are willing to manually report camera locations absent any app prompting them.

Stack

  • Mapbox GL JS or Leaflet
  • OpenStreetMap data layer
  • Supabase (crowdsourced submissions + auth)
  • Flock Safety / municipal open-data feeds where available
  • Chrome/Firefox WebExtension APIs
  • Mapbox Directions API for route avoidance

Solo + AI difficulty

The map UI, extension shell, and basic crowdsourced-pin submission flow are straightforward for one person with AI help and could reach an MVP in 2-4 weeks; the hard parts are sourcing and maintaining accurate, legally defensible camera location data at scale and building route-avoidance logic that actually routes around zones rather than just displaying them.

Entry threshold
Low capital barrier; requires scraping or crowdsourcing camera location data (some already exists via projects like deflock.me or community spreadsheets) and a simple map UI, buildable solo in 1-3 weeks using mapping APIs; main friction is sourcing accurate, continuously updated location data without legal exposure.
Window
3-6 months

Where to find first users

  • r/privacy and r/PrivacyGuides
  • r/deliverydrivers and rideshare driver forums
  • Product Hunt launch
  • Journalism/security Twitter and Mastodon privacy communities

Competitors

Counter-signals & risks

  • If MapQuest's move is followed by Google Maps or Waze adding native camera overlays, a standalone tool loses its core differentiation to free, pre-installed incumbents.

  • Publishing precise ALPR and surveillance camera locations may draw legal or political pushback from law enforcement and municipalities, risking takedown requests or liability.

  • Crowdsourced camera data can be incomplete or stale since cameras are added or moved faster than community reporting, undermining reliability for route planning.

Original title: MapQuest will now show you where Flock cameras are in your neighborhood

  • Consumer apps#8

    Third-party client for self-hosted media servers

    Build a lightweight, cross-platform media player/client for Plex, Jellyfin, and Emby servers, targeting the self-hosted media community left anxious by Plex gutting its player team. Focus on a fast, no-bloat native app (desktop, mobile, TV) with clean remote playback, since users fear official apps will stagnate or get worse. Distribute through r/PleX, r/jellyfin, and self-hosting forums where this audience already congregates.

    Demand
    6/10
    measured
    Buildability
    5/10
    est.
    Competition
    5/10
    est.
    via Hacker News
    44 competitors
  • Consumer apps#10

    Ad-free TV launcher for bloatware-heavy smart TVs

    Build and sell a polished, ad-free Android TV launcher tuned for China-market smart TVs (Xiaomi, TCL, Hisense) that strips bloatware and ad-laden home screens, taking over on boot. Monetize via a one-time paid app or pro tier (themes, cloud sync, kid profiles) sold through sideload sites, Android TV app stores, and tech-enthusiast communities frustrated with manufacturer ad-heavy UIs.

    Demand
    9/10
    measured
    Buildability
    7/10
    est.
    Competition
    7/10
    est.
    via GitHub · Translated from cjk
    22 competitors
  • Consumer apps#1

    On-device privacy photo-sorting apps have global demand

    Build narrow, on-device privacy-first utility apps that solve one embarrassing or sensitive personal data problem (duplicate/sensitive photo cleanup, screenshot sorting, hidden file finders, nude/ID detection for personal use) using on-device ML so no data ever leaves the phone. Target privacy-conscious users globally via App Store keyword ads rather than social media, and monetize with a one-time purchase.

    Demand
    6/10
    est.
    Buildability
    8/10
    est.
    Competition
    10/10
    est.
    via Reddit
    0No named competitors
Crowdsourced surveillance camera avoidance map — Nichr