AI-Powered Geolocation

Predict any location
with AI precision

AI desktop assistant for GeoGuessr. Captures your screen, runs vision AI, and places your guess — in under a second.

Avg. prediction 0.84s
ATLAS — Live Prediction Active
52.3702° N, 4.8952° E
🇳🇱 Netherlands · Noord-Holland
Match Score97.4%
Score gap0.312
#1🇳🇱Netherlands97.4%
#2🇩🇪Germany93.1%
#3🇧🇪Belgium92.6%
0.21Entropy
4/4Views agree
847msLatency
🎯 Country accuracy 98.7%
Bot Mode

Set it, forget it.

Manages the full session loop — loading, guessing, advancing — automatically.

Loop
Full Session Loop
Detects game state, navigates lobby → round → results indefinitely.
Click
Precision Map Click
Lat/lon → pixel with sub-pixel accuracy. Calibrate once.
Time
Human-Like Timing
Random delays and staggered actions. Fully configurable.
Stop
Instant Stop
Stop Bot cancels instantly — no timeouts.
ATLAS Bot — Session Log
12:04:01✓ Browser connected — Chromium 121
12:04:02→ Game state: lobby detected
12:04:03→ Starting new round (round 1/5)
12:04:03→ Capturing 4 headings…
12:04:04✓ AI inference complete (847ms)
12:04:04⚑ Prediction: 52.37°N 4.89°E — Netherlands
12:04:04→ Match score: 97.4% · Entropy: 0.21
12:04:05✓ Map click submitted (px 1642, 891)
12:04:07⭐ Score: 4,987 pts — 23km off
12:04:08→ Advancing to round 2…
12:04:09✓ Cache: 1 hit, 0 miss this session
98.7%
Country-level accuracy
0.84s
Average prediction time
108
Countries supported
2.1M+
Locations indexed
15K+
Training images
Features

What ATLAS can do

🤖
Full Browser Bot Mode
Detects game state, analyses, submits, advances — completely hands-free.
👁️
True Multi-View Capture
4 headings per round (N/E/S/W) for panoramic analysis. Single-shot fallback.
🗺️
Semantic Location Grid
2.1M+ semantic regions worldwide. Dynamically balanced for maximum accuracy.
📡
Street Image Collection
Built-in collectors for Mapillary & KartaView. Thousands of geotagged images per country, with deduplication.
📊
Confidence Metrics
Entropy, score gap, and view agreement on every prediction. Know exactly how confident the AI is.
💾
Smart Caching
Memory + disk cache per image. Survives restarts. Auto-invalidated on model updates.
🌐
108-Country Support
Hard boundary enforcement for 108 countries. Special handling for border regions.
📋
Full Session History
Every run logged — engine, mode, coordinates, confidence. Analyze offline.
How It Works

From screenshot to perfect guess

Press F9 (or let the bot do it). ATLAS handles the rest in four stages.

1
📸
Screen Capture
Auto-crops browser chrome, taskbar and minimap. Custom crop regions supported.
2
🔭
Multi-View Analysis
4 headings analysed and combined into a full panoramic view.
3
🔬
AI Inference
Narrows region → area → coordinates. Returns ranked predictions with confidence.
4
🎯
Auto-Click & Log
Bot mode: clicks minimap, submits guess, logs the run.
Accuracy Benchmarks

Numbers that speak for themselves

Benchmarked on 5,000 rounds across all difficulty tiers.

🇯🇵Japan
99.1%
🇦🇺Australia
98.8%
🇧🇷Brazil
97.6%
🇩🇪Germany
96.4%
🇺🇸USA
95.2%
🇲🇽Mexico
93.7%
🇮🇳India
91.4%
🇷🇺Russia
89.3%
98.7%
Country accuracy (108 countries)
82.4%
Within 25 km of actual location
4,812
Avg score per round
12,547
Sessions logged
Integrations

Connects to the tools you already use

Built to work alongside the tools you already use.

🌍
GeoGuessr Integration
Detects active games, reads round state, submits guesses and tracks scores. Zero manual steps.
Live
💬
Discord Community
Connect with other users, share clips, report locations, and contribute to AI training.
Community
🛰️
Mapillary Street Data
Global street-level images from 108 countries. Used to continuously improve accuracy.
Data source
📷
KartaView Street Data
Fills coverage gaps where Mapillary is sparse. Auto-deduplication across both sources.
Data source
🔐
Supabase Account System
Sign in with Google or magic link. Subscription, history and preferences synced. No password.
Auth
💳
Stripe Payments
Secure payments via Stripe. Cancel anytime. All major cards and iDEAL accepted.
Payments
Keyboard Shortcuts

Eyes on the screen, hands on the keys

All core actions are a single keypress away. No mouse required for game flow.

F9
Analyse
Capture screen and run AI prediction.
F10
Auto Mode
Toggle auto analyse + minimap click. Hands-free.
F8
Debug
Raw scores, cluster details, confidence distances.
F11
Fullscreen
Toggle fullscreen on second monitor.
Roadmap

What's coming next

ATLAS is actively developed. Here's what's shipped and what's on the way.

Phase 1 — Done
Core AI Platform
  • Dual AI engine with auto-fallback
  • Multi-view panoramic capture
  • Full bot mode + session loop
  • 108-country boundary enforcement
  • Prediction cache (disk + memory)
  • Keyboard shortcut control
2
Phase 2 — In Progress
Platform & Payments
  • Website & account system
  • Google OAuth + magic link
  • Stripe subscription checkout
  • Discord community server
  • Tier enforcement in app
  • Account session dashboard
3
Phase 3 — Q3 2026
Smarter AI
  • Custom training per region
  • Street sign / text recognition
  • 140+ country coverage
  • Sub-500ms inference target
  • Seasonal awareness
4
Phase 4 — 2027
Ecosystem
  • Discord bot + live sharing
  • Public leaderboards
  • Browser extension
  • Public API for developers
  • Mobile companion app

Ready to stop guessing?

Choose a plan, download ATLAS, and start winning in under 90 seconds.