AI in the physical space · Auto transport · Seattle, WA

Every car on a
dealer lot was
loaded by hand.

No software. No optimization. No guidance. A driver receives a paper list and figures it out from memory — the same way they did 40 years ago. MONTAR is changing that.

$10.5B
US vehicle shipping market
15.9M
Vehicles moved annually
4,500
US car hauling carriers
$62B
US automotive logistics
$0
Purpose-built software
for the driver.
Until MONTAR.
01 — The world it runs on

A $10.5B industry.
No software for the driver.

Ford, Toyota, Honda, GM, Nissan, Hyundai — every vehicle sold at a dealership travels the same last mile. Loaded onto a car hauler at a rail yard or port. Driven to its destination.

Car haulers move new OEM vehicles, auction inventory from Manheim and ADESA, dealer-to-dealer trades, and fleet remarketing. Every load type. Every origin. No purpose-built operations software for any of it. Every product in this industry was built for the back office. The driver has been an afterthought since the beginning.

$10.5BUS vehicle shipping services (IBISWorld 2025)
15.9MNew vehicles sold annually (Statista 2025)
4,500US car hauling carriers
$62BUS automotive logistics (Mordor 2025)
Real United Road Bill of Lading — BNSF Orillia, Renton WA
United Road Services · Load 041625-09● 9 units assigned
MASTER UNIFORM STRAIGHT BILL OF LADING
ORIGIN: BNSF ORILLIA – RENTON WA  ·  NOTIFY: 04/16/2025  ·  DESTINATION: RENTON WA
VIN#MODELDEALERCLRPARK LOC.CITY
4T1G11AK8PU123481CAMRY XSE05210-WA040T042RENTON
2T3P1RFV8PW847263RAV4 XLE05210-WA040T043RENTON
3TMLB5JN3SM178449TACOMA TRD05318-WA750T071RENTON
5TDHZRBH9MS523875HIGHLANDER05318-WA040T072RENTON
4T1DAACK6SU566558COROLLA SE05441-WA1F7T048RENTON
2T3P1RFV2SC561402RAV4 ADV05318-WA1G3T049RENTON
4T1DAACK1SU559372CAMRY HYB05210-WA202T044RENTON
TOTAL UNITS = 9    MBUSA REPRESENTATIVE ________________________    DATE __________

Nine vehicles. Nine bay locations. No slot assignments, no weight check, no route. The driver figures it out alone — every load, every day.

The back-office problem

Dispatch software, TMS platforms, ELD systems — every product was built for the carrier owner and fleet manager. The driver moving $500K of vehicles at a time has never had a product built for them. MONTAR is the first.

02 — The cost of doing nothing

Time is money.
The yard eats both.

A car hauler earns per vehicle delivered — not per hour. Every minute lost in the yard is income that never arrives. Revenue per vehicle scales with distance — local runs pay $80–150/unit with multiple runs per day, while long-haul routes pay $300–600+/unit. Bad loads cost money at every scale.

💸
$150+
Lost per vehicle left behind on a local run — more on regional & long-haul
2–4 hrs
Time lost per bad configuration incident — inside a 14-hr HOS window
📈
+1–2 runs
Additional daily runs recovered with MONTAR (local haul)
Per Truck
Driver income loss calculator
Estimates income lost per truck per week. Local drivers run multiple shorter routes; long-haul drivers run fewer but higher-value loads.
LocalRegionalLong-haul
📍 Local: ~$80–150/vehicle · 3–5 runs/day · Short distances
Weekly Revenue Potential
$18,900
This truck, full loads all week
Weekly Hours Lost
6 hrs
Inside your 14-hr HOS window
Weekly Income Lost
$1,890
This truck only
Fleet View
Fleet-wide weekly impact
See the total weekly revenue impact across your entire fleet. Inputs are per-truck averages.
Fleet Weekly Potential
$1.5M
All trucks, full loads
Total Hours Lost
120 hrs
Across the fleet per week
Fleet Weekly Loss
$75,600
Recoverable with MONTAR
Annual Impact
$3.9M
Annualized fleet loss
Daily runs completed — with vs. without MONTAR
Per truck. ⚠ marks indicate a bad load incident day.
Without MONTAR
With MONTAR
DOT Hours of Service — 14-Hour On-Duty Window
14 hrs
HOS window
8.2 hrs
Productive driving & delivery
0.5 hr
Required 30-min break (DOT HOS)
2.8 hrs
Lost to yard & delivery inefficiency
2.5 hrs
Remaining HOS buffer
With MONTAR
Inefficiency hours become driving hours — 2.8 hrs recovered per shift
03 — Three moments that cost money

Every load.
Every day.
No software.

The driver earns per vehicle delivered — not per hour. Every minute lost in the yard is income gone. These three moments happen on nearly every load, at every carrier. None of them have ever had a software solution.

01
The Yard
Loading from memory, every time
💸$150–$300 lost when a vehicle doesn't fit and is left behind

The driver receives a paper load sheet. No guidance on configuration, no weight check, no verification. When something goes wrong, vehicles get unloaded and reloaded. What should take 90 minutes takes half a day.

02
The Hunt
Navigating the yard without a route
20–45 minutes lost per load walking the yard

Bay codes on the load sheet are positions scattered across a facility spanning several city blocks. Some yards have a basic diagram. Most have painted rows on asphalt. None give the driver an optimized pickup route for their specific load.

03
The Delivery
Arriving blind at the dealer
🗺15–30 minutes lost per stop at an unfamiliar dealer

The load sheet gives an address — not the entrance, the driveway, or how to position an 80-foot rig in a tight street. Experienced drivers know from memory. New drivers guess. Every wrong approach is income off the next run.

"

A bad configuration. A reload. A replacement vehicle that also doesn't fit. What should be a 2-hour run becomes a 5-hour problem. These moments play out every day, at every carrier, across every rail yard and port in North America. The driver pays for all of it.

04 — The solution

Intelligent.
Collaborative.
Built for the yard.

MONTAR is a mobile platform that operates in the physical space — at the rail yard, at the port, at the dealer lot. AI in the hands of the driver, turning three moments of lost time into a seamless, optimized experience from first vehicle to final delivery.

Before the first vehicle moves
The load is optimized and verified

MONTAR delivers an optimized load plan — verified against legal weight limits, physical rig constraints, and the driver's own preferences. Configuration conflicts are caught before anyone drives up the ramp. The driver confirms the plan, sees the reasoning, and can adjust with full visibility into the impact of any change.

In the yard
Every vehicle found in the right order

Bay codes become a live, sequenced pickup route across the yard — rail yard or port, single OEM or multi-brand. MONTAR maps the vehicle locations and guides the driver through the pickup in the exact sequence the load plan requires. No backtracking. No wasted steps. Load and go.

At the dealer door
Intelligently guided delivery — every time

MONTAR knows the dealer — the right entrance, the correct approach angle, and how to position an 80-foot rig without a wrong turn. Arriving without this information risks damage to the vehicle, the rig, or both. MONTAR eliminates that risk with guided delivery intelligence at every drop-off.

MONTAR suggests.
Driver decides.

Every recommendation includes the reasoning. Drivers have years of experience and real preferences — MONTAR learns them and incorporates them within legal limits. If a driver wants to load differently, MONTAR warns before the first vehicle moves — not after. The driver stays in control. Every decision becomes an informed one.

One platform. Every format.

Load sheets are fragmented across hundreds of carriers — each using their own format. MONTAR ingests all of them. One driver, multiple carriers, one consistent experience.

🏃
More runs per day

Less time in the yard means more loads — and more income, directly.

No more surprises

DOT violations and lost loads trace to missing information. MONTAR closes that gap.

📍
Confidence at every stop

From the rail yard to the dealer lot — the driver knows what to expect.

🧠
Gets smarter over time

MONTAR learns from every load, every driver, every yard — compounding with every run.

05 — The team

Domain knowledge.
Proven execution.

Built by two people who have shipped real products together before — from strategy through architecture through delivery. Domain expertise that can't be Googled. Engineering rigor that Fortune 500 platforms demand.

AA
Adan Aispuro
CEO & Co-Founder · Product Strategist · CDL Holder · Military Veteran

A product strategist and operator with a history of taking complex, zero-to-one ideas from concept to real-world deployment. He has led product strategy and Design Operations at scale, including at Amazon, and has launched products for Fortune 500 companies — aligning UX, engineering, and business to ship high-impact platforms.

A military veteran, he brings discipline, resilience, and a bias for execution. As a former car hauler who still holds a CDL, he understands firsthand the inefficiencies, constraints, and fragmented workflows in automotive transport. This rare combination of product leadership and lived industry experience positions him to build a category-defining platform grounded in reality, not theory.

FG
Frank Garcia
Co-Founder · Lead Engineer · Enterprise Platform Builder

A product-focused engineer and builder with a track record of rapidly delivering scalable, production-ready applications. He has led the development of complex digital platforms for global brands including Kia — translating business needs into high-performing, user-centered systems.

Known for speed, deep systems thinking, and pragmatic execution, he consistently ships solutions that balance technical rigor with real-world usability. His ability to move from concept to deployed product quickly, while maintaining architectural integrity, makes him a force multiplier in early-stage environments building ambitious, category-defining platforms.

01
Domain knowledge

The CEO drove the rig and still holds a CDL. Verified the problem firsthand before writing a line of spec.

02
Product leadership

Amazon-scale product strategy and Design Operations — aligned UX, engineering, and business from day one.

03
Technical depth

Production-grade engineering for global brands including Kia. Systems that work under real conditions.

04
Execution velocity

They have built and shipped together before. They know how to move from insight to deployed product fast.

06 — Pilot & rollout

Pilot active. Scale partner committed.

Phase 1 — Validation
Global Auto Transport
Chino, California

A fleet of 7 trucks operating in Southern California. Shadow mode first — MONTAR runs alongside real driver decisions, the algorithm sharpens. Then live: MONTAR becomes the primary tool. This phase proves the product works before we scale.

7 Trucks · Active Pilot
Phase 2 — Scale Rollout
Named Partner
Committed · Post-validation

A fleet of 100 trucks committed for rollout after Phase 1 validates the core product. The relationship exists — this is not a prospective conversation. Load volume and vehicle diversity across both rail yards and ports will sharpen the platform across every major origin environment on the West Coast.

100 Trucks · Post-validation
West Coast origin facilities MONTAR serves
Pacific Northwest — Seattle
  • BNSF Orillia, Renton WA — Toyota primary distribution
  • Port of Tacoma — Subaru, Toyota, BMW, Volkswagen imports
Southern California — Chino
  • Port of Long Beach — Toyota primary import terminal
  • Port of LA, San Pedro — Honda, Nissan, Hyundai, Kia
  • Port Hueneme, Oxnard — Volkswagen, BMW, Volvo, Mazda
  • BNSF Miraloma, Riverside — Ford, GM, Stellantis
  • National City Terminal, San Diego — Toyota, Honda secondary
07 — The vision

We start with the yard.
We don't stop there.

Every car hauler driver in North America goes to work without a purpose-built tool. MONTAR starts with the most painful problem and expands through every node in the finished vehicle journey.

Load configuration intelligence
Optimized load plan, weight-verified, confirmed before the first vehicle moves.
Yard map & pickup routing
Every vehicle found, every route optimized — rail yards and ports.
Delivery intelligence
Dealer layouts, lot orientation, proof of delivery — last mile as optimized as the first.
Full driver operating system
Inspection, dispatch, navigation — purpose-built for auto transport.
The destination

"The operating system for every driver who moves a vehicle before it reaches a consumer."

Ford, Toyota, Honda, GM — 15.9 million vehicles a year. Touched by a driver who has never had a product built for them. MONTAR is the first. AI in the physical space, working alongside the driver, at every rail yard and port in North America.

End-to-end vision · Manufacturer → Dealer lot
01
Manufacturer
Plant
02
Rail Yard
& Port
03
Car Hauler
Yard
04
In
Transit
05
Dealer
Lot
Not competing with
Load boards

Central Dispatch books the load. MONTAR operates after — in the execution layer that has no incumbent.

General fleet tools

Samsara and Motive serve freight. Neither has domain intelligence for car hauler operations.

Let's talk.

If you're a carrier, a fleet operator, or an investor who sees the opportunity — we want to hear from you. MONTAR is early and moving fast.

hello@montarapp.com
Pilot active — Global Auto Transport, Chino CA · 7 trucks
Scale partner committed — 100 trucks, post-validation
Problem validated — driver interviews, hundreds of load sheets analyzed
Path to United Road — largest US carrier, 2,500+ trucks
Based in Seattle, WA · MONTAR Inc.