🚗 Route optimized for 1,284 users today 🏙️ 3.2 tons of CO₂ saved this week ⭐ "Saved me 20 mins on the 405" – Maria, Silver Lake 🏆 Top civic driver: @javi_la with 4,820 pts ☕ 312 free coffees redeemed this month 🚗 Route optimized for 1,284 users today 🏙️ 3.2 tons of CO₂ saved this week ⭐ "Saved me 20 mins on the 405" – Maria, Silver Lake 🏆 Top civic driver: @javi_la with 4,820 pts ☕ 312 free coffees redeemed this month
Origin Dest A Dest B 🤖 LAMO AI Balancing 3 routes
🌴 Live in LA · Powered by Claude AI

Navigation that
optimizes cities,
not just commutes.

Angelenos lose 87 hours a year to congestion. LAMO uses Claude AI and Mapbox to distribute drivers across the best routes — so the fastest route stops becoming the most congested one.

87hrs
Lost per Angeleno per year
18%
Congestion reduction
LA-1st
City-scale optimization
Save time overall
Less time stuck when everyone takes smarter routes
Protect your neighborhood
No more cut-through traffic flooding residential streets
Get rewarded
Earn real perks just for being a good LA neighbor
Help the planet
Fewer idling cars means cleaner air for everyone
The Problem & Our Solution

Google Maps fixes your commute.
It breaks everyone else's.

The Waze Problem: when everyone gets the "best" route, there is no best route. The "fastest" route becomes the most congested one — and Angelenos lose 87 hours a year to this failure.

Google Maps / Waze

Individual Optimization

  • Sends everyone down the same shortcut
  • Creates new congestion hotspots
  • Destroys residential neighborhoods
  • No coordination between drivers
  • Zero city-level awareness
LAMO

Collective Intelligence

  • Balances traffic across multiple routes
  • Prevents congestion before it forms
  • Protects residential streets
  • Coordinates thousands of drivers
  • Optimizes for city-wide flow
How It Works

Mapbox maps the roads.
Claude AI decides the routes.

LAMO combines Mapbox's real-time routing with Claude AI's reasoning to balance traffic across the whole city — not just optimize one person at a time.

Mapbox

Provides real-time routes and live traffic data across Los Angeles. The live eyes of the system — always watching the roads.

Real-time routing & live traffic

Claude AI

Makes policy decisions: which routes to recommend, when to protect neighborhoods, how to fairly distribute users. The brain of LAMO.

Policy · Decisions · City balance

Live Event Data

Ticketmaster and event feeds feed into Claude AI so LAMO predicts demand spikes before a Lakers game or concert turns streets into parking lots.

Demand prediction

Sense

Mapbox live traffic

Predict

Event demand forecast

Decide

Claude AI picks policy

Route

User gets smart suggestion

Optimize

City-wide flow improves

Incentives Layer

Gamified civic behavior.
Real-world rewards.

Earn points for taking smarter routes, redeemable at local LA businesses. Community-powered data collection — everyone wins.

Points System

Earn LAMO Points for every civic route taken. Stack bonuses during high-demand events like Lakers games and concerts.

Local Partnerships

Redeem points at restaurants, coffee shops, and grocery stores near your destination. Hyper-local. Supporting LA businesses.

Green Bonuses

Extra points for lower-emission routes. LAMO tracks your collective CO₂ savings and shows you city-wide impact.

Neighborhood Shields

Earn "Shield Points" when you avoid routing through residential streets at night — protecting communities from cut-through traffic.

What's Next

One app for all of
how LA moves.

LAMO is just getting started. Here's where we're headed — making LA mobility smarter, more connected, and rewarding for everyone.

SME Partnerships

Future partnerships with small and medium businesses — meaning even more reward options for LAMO users across every LA neighborhood.

Super App

One app for everything: rideshare, maps, bike and scooter rentals, even parking reservations — all tied into the LAMO points system.

Hybrid Transit

Drive to a Metro station, take public transit the rest of the way, and earn points for reducing your road footprint. Park, ride, get rewarded.

The Team

Built by Angelenos,
for Los Angeles.

Five engineers who were tired of LA traffic — so they built the fix.

Janet Cortes

Frontend Engineer

Diego Cid

Full Stack Engineer

Alexander P. Andres

Software Engineer

Gulam M. Qureshi

AI Engineer

Daniel Cruz

Cybersecurity
Demo Day 2026

"Current navigation systems
optimize individuals.
We built AI that optimizes cities."

LAMO is an infrastructure-level AI system — the first navigation platform designed not just for commuters, but for Los Angeles itself.

See the Demo How It Works
Welcome to LAMO!
AI-powered routing for all of LA 🌴