Every route calculation, traffic prediction, and place recommendation becomes a queryable event. Finally understand why the navigation suggested that route.
Coffee Shop 4.5
Gas Station 4.2
Restaurant 4.7
Live Event Stream — Location Navigation
Location AI Pipeline
Location Input
Origin, destination, preferences captured
->
Traffic Analysis
Real-time and historical data fusion
->
Route Optimization
ML model calculates best path
->
Event Emission
Every decision logged with context
Query Location AI Events
Route selection analysis
SELECT * FROM events WHERE event_id LIKE 'location.route.%' AND route_selected != fastest_route
Traffic prediction accuracy
SELECT AVG(ABS(predicted_eta - actual_eta)) FROM events WHERE event_id = 'location.traffic.predicted:1'
Place recommendation patterns
SELECT place_type, COUNT(*) as recs FROM events WHERE event_id = 'location.place.recommended:1' GROUP BY place_type
User location data access log
SELECT timestamp, purpose, data_accessed FROM events WHERE event_id = 'location.privacy.location_accessed:1' AND user_id = ?
Before and After Observable Location AI
Without Event Model
"Why did the app route me through downtown?"
Traffic predictions feel arbitrary
Place recommendations seem random
No visibility into location data usage
GDPR audits require manual investigation
With Event Model
Every route decision traced with reasoning
Traffic model inputs fully auditable
Recommendation factors transparent
Complete location access audit trail
Automated GDPR compliance reports
Why Observable Location AI Matters
Privacy Transparency
Users see exactly how their location data is used, building trust through visibility.
Algorithm Accountability
Trace every route suggestion back to the data and logic that produced it.
Data Minimization Proof
Demonstrate that only necessary location data is collected and processed.
Traffic Model Validation
Compare predicted vs. actual ETAs to continuously improve accuracy.
Real-Time Debugging
Instantly identify why navigation gave unexpected directions.
Fair Treatment Verification
Ensure location AI doesn't discriminate against certain neighborhoods or users.
Regulatory Compliance
GDPR
Location data processing rights
CCPA
California privacy requirements
EU DMA
Digital Markets Act gatekeeper rules
Accessibility
Navigation for all users
ePrivacy
Location tracking consent
Make Your Location AI Observable
Every route, every prediction, every recommendation — queryable, auditable, improvable.