AI-Powered Geolocation

Predict any location
with AI precision

ATLAS is an AI-powered desktop assistant for GeoGuessr. It captures your street-view screenshot, runs it through state-of-the-art vision AI models, and places your guess automatically — all in under a second.

Get Started View features
⚡ 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%
Featured On

Seen on YouTube

ATLAS has been covered by content creators and GeoGuessr players around the world. Watch it in action.

  • Live gameplay demo — AI guessing in real time
  • Bot mode in action — fully hands-free GeoGuessr sessions
  • Country accuracy breakdown and performance analysis
  • Head-to-head comparison between AI prediction engines
Bot Mode

Set it, forget it.

ATLAS's bot manages the entire GeoGuessr session loop — from loading the map to submitting guesses and advancing rounds.

Loop
Full Session Loop
Detect game state via URL patterns and DOM selectors. Automatically navigate from lobby → playing → results → next round, indefinitely.
Click
Precision Map Click
Converts lat/lon to pixel coordinates and clicks the minimap with sub-pixel accuracy. Calibrate once per screen resolution.
Time
Human-Like Timing
Random sleep intervals, zoom overshoots, and staggered actions keep bot behaviour natural. All configurable in settings.
Stop
Instant Stop
Pressing Stop Bot cancels the active session immediately — no waiting for 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

🧠
Dual AI Engine Architecture
Two independent AI prediction engines run in priority order with automatic fallback — if one fails, the next takes over. Supports GPU acceleration and CPU fallback automatically. Always the best result with zero manual switching.
🤖
Full Browser Bot Mode
Automated browser control. Detects game state, analyses the view, submits your guess, and advances to the next round — completely hands-free.
👁️
True Multi-View Capture
Captures 4 distinct headings (0°/90°/180°/270°) per round for panoramic analysis. Falls back to a single screenshot when needed.
🗺️
Semantic Location Grid
2.1M+ semantic regions covering the entire world. Dynamic splitting ensures locations are always statistically balanced and meaningful.
📡
Street Image Collection
Built-in collectors for global street image platforms. Download thousands of geotagged images by country with resume support and spatial deduplication.
📊
Confidence Metrics
Every prediction comes with entropy, score gap, and view agreement metrics. Know how confident the AI is — not just where it thinks you are.
💾
Smart Caching
Predictions are cached per image. Memory cache handles hot runs; disk cache survives restarts. Automatic version-based invalidation keeps results fresh.
🌐
108-Country Support
Covers 108 countries with hard boundary enforcement using offline point-in-polygon geocoding. Border regions get special handling to avoid misidentification.
📋
Full Session History
Every prediction run is logged with full metadata — engine, mode, cache stats, coordinates, and confidence scores. Analyze your results 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
ATLAS captures your screen, automatically cropping out browser chrome, taskbar, and minimap. Supports custom crop regions for any resolution.
2
🔭
Multi-View Analysis
Up to 4 views are analysed — one per heading. Views are combined for a panoramic representation that captures all directions.
3
🔬
AI Inference
The AI model narrows down the location progressively — from region, to area, to exact coordinates — returning ranked predictions with confidence scores.
4
🎯
Auto-Click & Log
In bot mode, ATLAS clicks the minimap at the predicted coordinate, submits the guess, and logs the full run automatically.
Accuracy Benchmarks

Numbers that speak for themselves

Benchmarked on 5,000 held-out GeoGuessr 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%
Average country-level accuracy across all 108 supported countries
82.4%
Predictions within 25 km of the actual location
4,812
Average GeoGuessr score per round (max 5,000)
12,547
Sessions logged since public release
Integrations

Connects to the tools you already use

ATLAS is built to work alongside the platforms and communities you know — not in isolation.

🌍
GeoGuessr Integration
ATLAS connects directly to GeoGuessr. It detects when a game is active, reads the current round state, submits your guess on the map, and tracks your score — all without any manual steps.
Live
💬
Discord Community
Join our Discord server to connect with other ATLAS users, share gameplay clips, report tricky locations, and help improve the AI by contributing location data. Data collection and feedback happen right in Discord.
Community
🛰️
Mapillary Street Data
ATLAS pulls training data from Mapillary's global street-level image database. Geotagged images from 108 countries are used to continuously improve location accuracy.
Data source
📷
KartaView Street Data
A second street image source covering regions where Mapillary coverage is sparse. ATLAS automatically deduplicates and merges data from both sources for the best possible coverage.
Data source
🔐
Supabase Account System
Sign in with Google or a magic link. Your subscription, session history, and preferences are securely stored and synced across devices. No passwords required.
Auth
💳
Stripe Payments
Subscriptions are handled by Stripe — the industry standard for secure online payments. Cancel anytime from your account, no questions asked. 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 the current screen and run a full AI prediction immediately.
F10
Auto Mode
Toggle automatic analysis + minimap click loop. Analyse and click, hands-free.
F8
Debug
Toggle debug mode — shows raw scores, cluster details, and confidence distances.
F11
Fullscreen
Toggle fullscreen mode to maximise the ATLAS window on your 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.