Tesla Cybercabs operating in Austin at dusk
Austin is city one Physical + software platform

The physical and software operating system for autonomous fleets.

Lantern combines fleet ownership, local depots, operating teams, and software in one system designed to launch city after city.

Not a fractional car offering
Own the parentBuild city nodesReuse the system

Lantern in one sentence

Each city makes money locally. The parent company gets stronger globally.

THE SIMPLE VERSION

Lantern launches and owns local autonomous fleet companies, then reuses the same operating infrastructure in every new market.

Closer to a multi-site infrastructure operator than fractional real estate.Each city is an operating node. The parent owns the system that connects and scales them.
WE ARE NOT

A website selling pieces of individual cars.

No retail investor marketplace. No fractional Cybercab tokens. No promise that one vehicle is passive income.

WE ARE BUILDING

An owner-operator that can launch the same fleet system in many cities.

The cars produce local cash. Lantern OS and the reusable city launch system create the scalable company.

The full stack

What Lantern owns, runs, and turns into software.

The autonomy company drives the car and supplies demand. Lantern makes the physical fleet financeable, available, charged, clean, and productive.

Autonomy platform

Driving system + riders

The platform supplies autonomous driving, dispatch, payments, and rider demand.

City operator

The local cash engine

Each city company runs vehicles, charging, cleaning, maintenance, staffing, and uptime.
Shared onceLantern OS, brand, finance, vendors, reporting
Repeated locallyDepot, vehicles, charging, team, uptime

Lantern OS

The operating data becomes a product.

We build the first version to run Lantern fleets. Once Austin proves the workflows, the same software can support local operators and owners who need help managing their own autonomous taxis.

BASE MODEL INCLUDES $0 OF SOFTWARE REVENUE
SHARED COMMAND LAYERLantern OS

One operating record for every vehicle, depot, city, lender, and owner.

Built inside AustinThen offered outside Lantern
01

Fleet command

See which cars are earning, charging, waiting, down for service, or ready to return to the road.

02

Depot control

Schedule charging, cleaning, inspections, and maintenance around demand instead of losing productive hours.

03

Asset finance

Track cash by vehicle, loan coverage, repair cost, and replacement timing in language owners and lenders understand.

04

Owner portal

Give fleet owners one place to see utilization, downtime, distributions, service history, and operating documents.

PHASE 1Run Lantern fleets

The software replaces spreadsheets and creates clean operating evidence.

PHASE 2Manage partner-owned cars

Lantern earns an operating fee while owners provide some of the vehicle capital.

PHASE 3License the system

Qualified fleet operators pay a monthly software fee per active vehicle.

Tesla Cybercabs charging at a fleet depot

The compounding layer

The first fleet is the proof. The next city is the payoff.

Vehicle revenue itself is not exponential. The compounding comes from reusing what Austin teaches us and spreading shared company costs across a larger fleet network.

01

Operate the first fleet

Austin turns a spreadsheet into real utilization, maintenance, charging, and cash-flow data.

02

Prove the risk

A real operating record can improve how lenders, insurers, landlords, and platform partners evaluate Lantern.

03

Reuse the system

The next city starts with tested vendors, dashboards, contracts, staffing plans, and depot specifications.

04

Spread the overhead

Leadership, software, finance, and reporting support more cars and cities without growing one-for-one.

Operating dataBetter counterpartiesFaster city launchesMore shared cash flow

What 500 cars produce

$9.88M of operating profit before vehicle debt.

The model then pays $4.08M of annual vehicle loan payments and sets aside $0.75M for sites, leaving $5.05M of cash before taxes and owner distributions.

FLEET CONTRIBUTION$12.68M

Cash from 500 cars after their direct operating bills.

LESS COMPANY OVERHEAD($2.80M)

Leadership, finance, software, and shared operations.

OPERATING PROFIT$9.88M

Profit before vehicle loan payments, taxes, and distributions.

LESS CAR LOANS + SITE RESERVE($4.83M)

$4.08M of car loans plus $0.75M reserved for fleet sites.

CASH AFTER THOSE OBLIGATIONS$5.05M

Cash available before taxes, distributions, and additional growth investment.

Cash after operating bills, vehicle loans, site reserve, and overheadPlanning illustration
$5M$4M$3M$2M$1M$0
$135K
50 carsAustin launch
$721K
100 carsFirst inflection
$2.33M
250 carsRepeatable nodes
$5.05M
500 carsMulti-city platform
LINEARFleet costs

Cars, insurance, energy, cleaning, and maintenance grow with the active fleet.

STEPWISECompany overhead

Leadership, software, accounting, and lender reporting support more cars before another cost layer is needed.

UPSIDE, NOT MODELEDScale benefits

Bulk buying, operating history, charger utilization, and financing terms can potentially improve the curve further.

Why $5.05M can look smaller than expected

The base case assumes five-year vehicle loans. At 500 cars, the fleet pays about $4.08M a year toward those loans. When a loan ends, that payment stops and cash can rise, but Lantern still needs a disciplined vehicle replacement reserve.

The chart holds per-car fares and direct costs constant. Central overhead is modeled at $650K, $850K, $1.60M, and $2.80M. Software revenue and financing improvements remain outside the base case. These are planning assumptions, not guaranteed results.

How the investment works

One equity round. One parent company. Three sources of capital.

Investors buy negotiated ownership in Lantern Fleet LLC. The lender and site partner receive contractual payments, not Lantern ownership.

EQUITY INVESTORS
$1.50M

Cash invested into Lantern Fleet LLC in exchange for a negotiated parent-company ownership stake.

OWNS PART OF LANTERN
PARENT COMPANY
Lantern Fleet LLC

Owns Lantern OS, the playbook, and 100% of each city operator.

CITY 01Lantern Fleet Austin LLC

Operates 50 cars, signs the site, hires the team, and pays the bills.

VEHICLE LENDER
$1.60M

Secured vehicle loan repaid monthly by the fleet.

NO LANTERN OWNERSHIP
SITE PARTNER
$0.50M

Targeted depot power installation paid to contractors and recovered through rent or service fees.

NO LANTERN OWNERSHIP

Simply put: the investor owns part of the company that can build fleets in many cities. The lender finances cars. The site partner finances power. A vehicle SPV is added only if a lender requires it.

Austin to the network

Build once. Learn fast. Repeat deliberately.

Austin is not the end state. It is the operating proof that earns the right to launch the next market.

01
Close

Capital + site

Complete the parent equity round, vehicle facility, depot agreement, and operating partnerships.

02
Prove

First 10 cars

Validate utilization, charging, cleaning, maintenance response, and unit cash generation.

03
Scale

Austin to 50

Add vehicles in controlled tranches and build the city team around measured demand and uptime.

04
Repeat

City 02

Launch the next local fleet using Austin data, shared systems, and established capital relationships.

The opportunity

The first fleet creates cash. Lantern OS turns the operating model into a product.

Lantern is opening conversations with equity investors, vehicle lenders, charging partners, insurers, and autonomous mobility platforms.

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