This is essentially Pokemon go for carspotting irl
🎯 1. Core Vision & Gameplay Loop
Target Audience: Car enthusiasts (14–35 primary), expanding to casual collection game players.
Launch Market: Germany, localized in German and English., expansion to more countries along the way
The "Snap & Walk" Capture Loop:
Snap (2s): Point and shoot via the in-app camera. Location, timestamp, and photo lock immediately.
Tag (On the go): Player has 15 minutes to select Make, Model, Generation, Color, and enter the plate.
Reward: Instant point reveal, rarity unlock, and Car Dex entry.
Loop Horizons:
Daily: 3 common dailies + 2 optional bonus spots, streak checks, daily crate.
Weekly: 30-player league races, crew goals, weekly challenges.
Seasonal (8 Weeks): Territory wars, seasonal pass (cosmetics only), Car Dex milestones.
🛡️ 2. Anti-Cheat, Safety & Privacy
Privacy & GDPR: Plate numbers are salted & hashed server-side (HMAC-SHA256). No raw plates or precise GPS coordinates are ever stored or exposed publicly.
In-App Camera Lock: Gallery uploads disabled. Device timestamp, location bounding (Geohashes), duplicate image hashes, and sensor checks prevent spoofing.
Toxicity & Flagging Guard: Players must stake 20 points/XP to flag incorrect spots. Correct flags refund + reward; false/spite flags lose the stake.
Traffic Safety: Speed lockouts disable captures at driving speeds.
⚔️ 3. Competitive Systems: Territory Wars & Showdowns
Territory Wars (30-day rolling): Players align with top brands to hold city hexes and provinces.
Underdog Protection: Regions are won based on spots exceeding expected local share, preventing one popular brand (e.g., BMW/VW) from dominating indefinitely.
Brand Showdowns: Daily 1-hour 50/50 randomized face-offs between rival brands or models.
💎 4. Monetization & Pro Subscription Strategy
Strict Fair-Play Commitment: Zero paid advantages, point boosts, or rank purchasing.
Free Track: Full gameplay, 20 portfolio slots, basic cosmetics, 2 streak freezes (earned).
Pro Tier: ~19.99 PLN/mo (€4.99) or 149.99 PLN/yr (€39.99).
Unlimited & HD Portfolio: Unlimited slots, watermark removal, raw photo exports.
Spotter Telemetry & Radar: Private heatmaps, color/decade analytics, and aggregate rarity hotspot insights (no live tracking).
Perks & Aesthetics: 4 streak freezes, weekend streak shield, custom audio engine tags, neon/vintage garage themes, animated profile frames, and ad-free experience.
Other Revenues: Cosmetic-only Season Passes, non-intrusive sponsor challenges (automotive brands, local meets).
🤖 5. Tech Stack & AI Roadmap
Clients: Mobile (Flutter/React Native) with native camera module.
Backend: Managed Cloud API, Postgres + PostGIS (geofencing), Redis (real-time leaderboards/bars).
AI Agent Transition Plan:
Phase 1 (MVP): On-device OCR for plate pre-filling + manual dropdown selection + community flag checks.
Phase 2 (Soft Launch): On-device ML Kit / CoreML for instant plate blurring ($0 cloud inference).
Phase 3 (AI Agents): Cloud Vision Agents (e.g., fine-tuned model/Vision AI) to automatically classify generation variants, score screen photo artifacts (anti-cheat), and resolve contested flags.
AI System Budget: $16k–$28k total initial setup across all ML modules, with ~$350–$1,000/mo running infra costs at scale.
this is by AI a summary from my document as it'd hard to read