Global logistics arbitrage network — autonomous freight execution at scale
Execution Engine Online — 14,872 arbitrage routes active

Autonomous LogisticsProfitAt Scale.

Profit = (Market Price − True Cost − Risk Adj) × Volume

Not a tool you operate — an autonomous arbitrage engine that finds, executes, and captures freight pricing inefficiencies in real time. No human dispatcher. No missed opportunities.

Fleet operator using Logistics Arbitrage AIFleet operator using Logistics Arbitrage AIFleet operator using Logistics Arbitrage AI
200+ fleets trust LAAI
SOC 2 Certified · 30-day free pilot
Arbitrage Profit Generated Today
$2.85M
across all active corridors — live counter
+$197/min
and counting
14,872
Routes Optimized Today
2,341
Delays Prevented
94.7%
Avg. Confidence Score
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System Architecture

Six Layers. One Autonomous Engine.

Every layer operates autonomously — from raw data ingestion to executed arbitrage trades. No human dispatcher required.

Data Ingestion Layer
Live Performance
50+
Data sources
0.94
Avg confidence
2.4TB
Daily throughput
Layer 1 — Foundation
Layer 1 — Foundation

Data Ingestion Layer

Autonomous pipelines ingest from TMS, WMS, ERPs, carrier APIs, GPS/IoT, market rates, fuel prices, weather, and port data — normalized and confidence-scored in real time.

Every datapoint receives a 0–1 confidence score. Low-confidence data is auto-rejected. Fallback mechanisms activate instantly when primary sources fail or corrupt.

1 / 5
Data Ingestion Layer

Confidence-Scored Real-World Data

Every datapoint receives a 0–1 confidence score. Low-quality data is auto-rejected before it can corrupt decisions.

STEP 1
Ingest
50+ sources: TMS, APIs, GPS, market rates, weather
STEP 2
Normalize
Real-time schema normalization across all source formats
STEP 3
Score
0–1 confidence per datapoint; auto-reject below 0.60
STEP 4
Route
High-confidence data flows to Intelligence Engine instantly
Traffic Datasets
0.97conf

Traffic Datasets

every 30s

Real-time and historical traffic flow data from DOT sensors, Google Maps, and HERE Technologies covering 4M+ road segments across North America.

4M+
Road Segments
30s
Update Frequency
5 Years
Historical Depth
DOT SensorsGoogle Maps APIHERE TechnologiesWaze Data
Fuel Price Data
0.94conf

Fuel Price Data

every 30s

Live diesel and gasoline prices from 40,000+ stations. Includes regional price trends, tax variations by state, and predictive price modeling.

40K+
Fuel Stations
50
States Covered
±0.02¢
Price Accuracy
GasBuddy APIEIA DataOPIS Fuel PricesState Tax Tables
Freight Datasets
0.91conf

Freight Datasets

every 60s

Comprehensive freight market data including lane rates, capacity availability, carrier performance scores, and port congestion indices.

500K+
Lane Rates
12K+
Carriers Tracked
320
Ports Monitored
DAT FreightFreightos APIPort Authority DataFMCSA Records

Data Updated Every 30 Seconds

Our ingestion pipeline processes 2.4TB of logistics data daily, ensuring your routes are always based on the freshest intelligence available.

2.4TB
Daily Data Processed
99.9%
Data Uptime SLA
0.94
Avg. Confidence Score
Execution Engine

It Executes. You Profit.

Not a recommendation engine — an execution engine. It detects arbitrage, calculates confidence, and books the trade. All in under one second.

Live Fleet Monitor
5 trucks active
TRK-4821
CHI → LAXOptimized
$127
6:42 PM
TRK-0033
DAL → HOUOn Route
$44
2:15 PM
TRK-7712
NYC → BOSRerouted
$89
11:30 AM
TRK-2290
SEA → PDXOptimized
$31
10:05 AM
TRK-5541
MIA → ATLAlert
Delayed
laai-execution-engine v3.1.0 — arbitrage session
COMPLETE
# Arbitrage execution: Chicago, IL → Los Angeles, CA
09:14:32
[INFO]ARBITRAGE SCAN: CHI→LAX corridor. Analyzing market rates vs. true cost...
09:14:32
[INFO]True cost calculated: $1,847.20 (fuel $1,240 + driver $480 + toll $127.20)
09:14:33
[SUCCESS]Market rate: $2,340.00. Arbitrage spread: $492.80. Confidence: 0.94 ✓
09:14:33
[EXECUTE]EXECUTE: Confidence 0.94 ≥ threshold 0.72. Auto-booking carrier at $1,847.20...
09:14:33
[WARNING]Risk adjustment: I-40 weather risk +$14.20. Adjusted profit: $478.60
09:14:34
[SUCCESS]Carrier booked. Route locked. Profit locked: $478.60 on this shipment.
09:14:35
[INFO]Fuel stop optimized: Pilot Flying J, Albuquerque NM — $0.12/gal cheaper
09:14:38
[SUCCESS]RL feedback loop: This route pattern logged for model retraining. Accuracy +0.3%
$478.60
Arbitrage Profit
0.94
Confidence Score
< 1s
Execution Time
4.1M+
AI Decisions / Day
< 800ms
Avg. Response Time
94.7%
Prediction Accuracy
99.97%
Uptime
System Architecture

Built to Execute at Scale

Six modular layers — each independently scalable. From raw data ingestion to executed arbitrage trades, every component is designed for speed, accuracy, and self-improvement.

LAAI Technology infrastructure

Core Arbitrage Formulas

DEPLOYED IN PRODUCTION
Profit = (P_market − C_true − R_adj) × Volume

The core formula driving every execution decision. Market Price is the rate we can charge shippers. True Cost is the fully-loaded shipment cost. Risk Adjustment accounts for delay probability and weather exposure. Volume multiplies the margin across all active lanes.

Data Ingestion Layer

Apache Kafka
Real-time event streaming — 2.4TB/day ingestion from 50+ sources
Data Quality Scoring
0–1 confidence per datapoint; low-confidence data auto-rejected
Fallback Engine
Automatic failover to secondary sources when primary data corrupts

Intelligence Engine

Arbitrage Detection Model
Identifies profit opportunities when (Market Price – True Cost – Risk) > threshold
Reinforcement Learning Loop
Learns from every executed trade — improves accuracy with each outcome
Probabilistic Risk Model
Confidence-weighted execution; ignores opportunities below 0.72 confidence

Execution Engine

Auto-Booking Engine
Sub-second carrier booking when arbitrage threshold is crossed
Dynamic Carrier Switching
Real-time carrier swap if better rate detected mid-transit
Load Bundling & Splitting
Autonomous load consolidation to maximize margin per mile

Infrastructure

AWS / GCP Multi-Cloud
99.99% uptime with geo-redundant deployment across 3 regions
Kubernetes Auto-Scaling
Handles 10x peak demand spikes without performance degradation
TimescaleDB + Redis
Sub-millisecond route cache + time-series storage for RL training

Full System Architecture — 5 Layers

Fleet DevicesGPS + ELD + IoT
Data IngestionKafka + Quality Score
AI EngineML + RL Loop
ExecutionAuto-Book + Reroute
MarketplaceMarketplace + Network
Self-Improvement Loop
Every outcome feeds back → model retrains → accuracy improves

Integrates With Your Existing Tools

Plug into your TMS, ELD, and communication platforms in minutes.

Google Maps
Samsara
KeepTruckin
McLeod TMS
DAT Freight
Twilio
Slack
Salesforce
Arbitrage ROI Calculator

Calculate Your Arbitrage Profit

Enter your fleet details. The calculator applies the LAAI arbitrage formula to project your annual profit across all five savings vectors.

Profit = (P_market − C_true − R_adj) × Volume

Your Fleet Details

Number of Vehicles
10 trucks
1 trucks100 trucks
Monthly Fuel Spend
$15K
$1K$100K
Monthly Maintenance / Vehicle
$3,000
$500$8,000
Recommended Plan
Growth — $499/mo
$6K/yr

Arbitrage margin: estimated $480/vehicle/month from freight pricing inefficiencies captured by the execution engine.

Projected Annual Savings
$177K
gross savings before platform cost
2,861%
ROI
12d
Payback Period
$171K
Net Profit

Savings Breakdown

Fuel
$32K/yr
Driver Time
$27K/yr
Delays
$28K/yr
Maintenance
$32K/yr
Arbitrage Margin
$58K/yr
Pricing & $100M Roadmap

Pay Less Than You Arbitrage

Our customers capture an average of $47,000/year in freight arbitrage — making the platform pay for itself in the first week.

15–22%
Fuel Savings
8 hrs/wk
Driver Hours Saved
73%
Delays Avoided
840%
Avg. Annual ROI

Pilot

Prove the arbitrage engine on your lanes. Full AI execution for small fleets ready to capture their first autonomous profit.

$149/month
Up to 5 vehicles
Capture ~$12K/year on average
  • Autonomous arbitrage execution
  • AI route optimization
  • Fuel cost prediction
  • Basic delay alerts
  • Email support
  • Monthly ROI report
  • Google Maps integration
Most Popular

Growth

The sweet spot for growing fleets. Full autonomous execution, disruption prediction, and TMS integration — pays for itself in 10 days.

$499/month
Up to 25 vehicles
Capture ~$47K/year on average
  • Everything in Pilot
  • Real-time disruption prediction
  • Cost comparison engine
  • Driver mobile app
  • TMS + ELD integration
  • Priority support (2hr response)
  • Weekly ROI reports
  • Custom route rules

Scale

For fleets scaling fast. Dedicated AI model training, custom data integrations, SLA guarantee, and a dedicated account manager.

$999/month
Unlimited vehicles
Capture ~$95K/year on average
  • Everything in Growth
  • Dedicated AI model training
  • Custom data integrations
  • SLA guarantee (99.9% uptime)
  • Dedicated account manager
  • On-site onboarding
  • Full API access
  • White-label option

$0 → $100M ARR Roadmap

Four phases. Each phase builds on the last. No vague milestones — specific targets, bottlenecks, and solutions.

$100M ARR
0–3 Months

MVP

First profitable arbitrage transactions on 1–2 lanes

Revenue Target
$0–$50K
Narrow geography: 1–2 high-volume lanes (CHI→LAX, DAL→HOU)
Manual override allowed — human can reject any AI decision
3 carrier integrations, basic data ingestion pipeline
Goal: first $10K in captured arbitrage profit
Key Bottleneck

Data quality on new lanes is low — confidence scores below threshold

Solution

Start with highest-volume, most-data-rich lanes. Build confidence before expanding.

$0–$50K
0–3 Months
$50K–$500K
3–9 Months
$500K–$5M
9–18 Months
$100M ARR
18–36 Months
Start your free logistics arbitrage AI trial
Request a Demo

Start Saving Today

Join 200+ fleets already optimizing routes with Logistics Arbitrage AI. Get a personalized demo and see your projected savings before you commit.

Limited slots this week. Our onboarding team is booking demos 2–3 days out. Secure yours now.
Free 30-day pilot — no credit card required
Dedicated onboarding specialist
ROI report within 48 hours of signup
Cancel anytime, no lock-in contracts
200+
Fleets onboarded
$47K
Avg. annual savings
48h
ROI report delivery
Verified customer

"Logistics Arbitrage AI reduced our fuel costs by 18% in the first quarter. The route optimization is incredibly accurate — it's like having a genius dispatcher working 24/7."

Sarah Chen — Fleet Operations Director, TransGlobal Logistics
Sarah Chen
Fleet Operations Director, TransGlobal Logistics

Route Analyzer

Free 30-day pilot

Enter your route details and let the AI find the optimal path.

256-bit SSL
SOC 2 Certified
No credit card
FAQ

Everything you need to know

Common questions about the Logistics Arbitrage AI platform, pricing, and how the autonomous execution engine works.

Logistics Arbitrage AI is an autonomous freight arbitrage engine. It continuously scans market freight rates against true shipment costs (fuel + driver + tolls + delay risk). When the spread exceeds a profit threshold and confidence score ≥ 0.72, the system auto-books the carrier in under 1 second — capturing the arbitrage margin without human intervention.

Still have questions? Our team responds within 2 hours.

Talk to our team
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