LAMO uses multi-agent AI to balance traffic across all routes — reducing congestion system-wide instead of sending everyone down the same shortcut.
When every driver gets the same "fastest route," entire neighborhoods get flooded with diverted traffic. LAMO thinks at the city level.
Our edge isn't just a better algorithm — it's a system of specialized agents that reason, predict, and balance traffic like a city-scale nervous system.
Predicts where traffic will spike — events, rush hour, weather — before it happens. Pulls from Open LA datasets and live event feeds.
Generates multiple viable route options per user via Google Maps API — not just the fastest, but the smartest set of alternatives.
Our key innovation. Distributes users across routes to prevent the "everyone takes the same shortcut" failure mode endemic to existing navigation.
Applies city-level goals: reduce emissions, avoid residential streets at night, respect school zones. LAMO doesn't just route — it governs.
Live traffic + event data
Demand agent forecasts spikes
Load agent distributes users
User gets smart suggestion
City-wide flow improves
Simulating 100 users across 5 routes in real-time. Watch how AI load balancing prevents congestion collapse.
⚠ Route A critically overloaded
✓ Traffic distributed — congestion reduced 61%
"Fastest route is Route A — 24 min via I-10."
"Route B adds 3 min but reduces congestion in your area by 18%. You'll earn 40 points + a free coffee at Blue Bottle on arrival."
LAMO doesn't command — it incentivizes. By giving users transparent impact data and real rewards, we transform individual decisions into city-scale outcomes. This is gamified civic behavior.
| Feature | Google Maps | Waze | LAMO |
|---|---|---|---|
| Individual routing | ✓ | ✓ | ✓ |
| Real-time traffic | ✓ | ✓ | ✓ |
| Predict traffic spikes | ✓ | ✗ | ✓ |
| Optimize city-wide flow | ✗ | ✗ | ✓ |
| Prevent congestion spread | ✗ | ✗ | ✓ |
| AI agent reasoning | ✗ | ✗ | ✓ |
| Protect residential streets | ✗ | ✗ | ✓ |
| Rewards for civic routing | ✗ | ✗ | ✓ |
| City government partnerships | ✗ | ✗ | ✓ |
Users who take slightly longer civic routes earn points redeemable at local businesses. Everyone wins — drivers, neighborhoods, and LA.
Earn LAMO Points for every civic route taken. Stack bonuses during high-demand events like Lakers games and concerts.
Redeem points at restaurants, coffee shops, and grocery stores near your destination. Hyper-local. No national chains.
Extra points for lower-emission routes. LAMO tracks your collective CO₂ savings and shows you city-wide impact.
Earn "Shield Points" when you avoid routing through residential streets at night — protecting communities from cut-through traffic.
"I took a slightly longer route through Glassell Park and got a free cold brew at my usual spot. I'm never going back to Waze."
"The transparency is huge. Knowing my route choice actually reduces traffic for my whole neighborhood makes me feel like a good citizen."
"As someone who lives near a freeway off-ramp, cut-through traffic is a real problem. LAMO actually cares about streets like mine."
Responsive mobile-first app with live map visualization and real-time route updates.
Fast API layer handling route computation, user state, and real-time agent coordination.
Multi-agent orchestration via LangChain. Claude-powered reasoning for policy and demand agents.
Route generation and real-time traffic data. Augmented with Open LA datasets and event feeds.
Neighborhood boundaries, traffic patterns, event calendars — city intelligence baked in from day one.
Simulated agents on 3–5 real LA routes. Demonstrates congestion collapse vs. AI-balanced flow.
LAMO is an infrastructure-level AI system — the first navigation platform designed not just for commuters, but for Los Angeles itself.