What we're building

America's water pipes are failing. There are 2.2 million miles of underground pipe across the country, and a water main breaks somewhere every two minutes. That's 6 billion gallons of clean, treated drinking water disappearing into the ground every single day. Cities know it's happening — they just can't see where or when until something bursts.

The core problem is that water utilities have no real-time visibility into what's moving through their pipes. Pressure sensors exist, but they're sparse and mostly mounted at treatment facilities or major junctions. The "last mile" — the final stretch of distribution network that runs under your street and into your home — is essentially invisible. A city of 80,000 people has 300 miles of it. Nobody's watching.

We built the AI-Hydrant: a sensor unit that mounts on an existing fire hydrant and uses ultrasonic guided wave technology to measure live pressure, flow velocity. The device sends ultrasonic waves through the water column between two hydrant-based sensors on the same main. AI processes the signal data in the cloud and tells the utility what's happening underground, continuously, in real time. Think of it the way a hospital uses imaging — not to wait for symptoms, but to catch problems before they become emergencies.

Why now

US water mains average 45 years old. They're failing faster than utilities can react. At the same time, AI has matured enough to make real-time acoustic analysis of pipe networks practical at scale — that wasn't true five years ago. Federal infrastructure investment is flowing into municipal systems, and water utilities are being pushed to modernize or face liability. The window for being the data layer that underpins all of it is right now.

How We Win

The fire hydrant is the only piece of water infrastructure that is already everywhere, already accessible at street level, and already part of every utility's asset inventory. With approximately 10 million fire hydrants installed across the United States, every community already possesses a distributed network of ideal infrastructure endpoints.

We believe the fire hydrant is the natural edge device for municipal AI infrastructure.

A New Infrastructure Investment Model

For decades, the water industry has operated on an infrastructure replacement cycle of approximately 1% per year. Aging assets are typically replaced only after failure or at the end of their service life.

We believe Artificial Intelligence will fundamentally change that model.

As municipalities modernize their infrastructure, AI-enabled hydrants can become the intelligent foundation for a new generation of water systems. Rather than replacing assets solely because they have failed, communities will increasingly invest in infrastructure that continuously measures, communicates, and improves system performance.

We believe this transition has the potential to accelerate infrastructure modernization toward a 10% replacement cycle, creating an entirely new market for intelligent municipal infrastructure.

This is more than a technology upgrade.

It is the beginning of an AI Infrastructure Economy.

Our Unique Market Wedge

Our first application combines two breakthrough capabilities:

Continuous Live Flow Rate and Ultrasonic Infrastructure Imaging.

As Dr. Dragan Savić, one of the world's most cited water researchers, has stated:

"The live flow rate is the Holy Grail of data."

Today, utilities estimate flow using hydraulic models, periodic testing, and engineering assumptions.

AI-Hydrant seeks to provide the actual number—continuously.

But flow is only part of the breakthrough.

Using guided-wave ultrasonic technology, AI-Hydrant is designed to create a new form of infrastructure imaging for buried water mains.

Just as hospitals use ultrasound to see inside the human body without surgery, AI-Hydrant applies guided-wave ultrasonics to help utilities visualize the condition of buried pipelines without excavation.

Instead of relying solely on age, historical records, or engineering assumptions, utilities gain direct insight into the condition of their underground infrastructure.

This is the last mile of Digital Water.

Many Digital Water platforms can model the system.

Very few can continuously observe what is actually happening inside the buried infrastructure itself.

AI-Hydrant is uniquely positioned to provide:

1. Continuous live flow rate
2. Pipe condition imaging
3. Pressure and hydraulic awareness
4. Guided-wave ultrasonic assessment
5. Real-world field intelligence from the edge of the network

Once utilities can continuously measure flow and visualize pipe condition, entirely new capabilities become possible:

1. Pressure anomaly detection
2. Leak identification
3. Pipe wall degradation assessment
4. District flow balancing
5. Fire flow verification
6. Predictive maintenance
7. Smarter capital planning

Technical Validation

AI-Hydrant is built upon a foundation of scientific research, strategic collaboration, and commercial partnerships.

Our first technical milestone is validating our ultrasonic platform on a live municipal water main through collaborations with Penn State University, Guided Wave, and Dr. Nasraoui, whose pioneering research in guided-wave ultrasonics is supported by U.S. patent applications. This work provides an important scientific foundation for applying advanced ultrasonic imaging to buried water infrastructure.

AI-Hydrant is also privileged to have the support of Dr. Dragan Savić, one of the world's leading authorities in hydroinformatics, Digital Water, and artificial intelligence for water systems. His endorsement of continuous live flow measurement reinforces our conviction that trusted field intelligence will fundamentally change how utilities manage water infrastructure.

Together, these collaborations unite two complementary disciplines:

1. Digital Water Intelligence
2. Advanced Infrastructure Imaging

This combination positions AI-Hydrant at the intersection of artificial intelligence, infrastructure sensing, and municipal operations.

Beyond technology validation, Dr. Nasraoui and Dr. Savić provide strategic guidance that helps ensure AI-Hydrant is built upon rigorous science while remaining focused on practical deployment and commercial scalability.

Following technical validation, we intend to launch pilot deployments with forward-thinking municipal utilities before expanding nationally through hydrant manufacturers, waterworks distributors, engineering firms, Digital Water software companies, and strategic system integration partners.

We Win Through Partnership

AI-Hydrant is designed to complement—not replace—the existing Digital Water ecosystem.

We do not compete with Digital Water software companies.

We make them smarter.

Our platform supplies trusted field intelligence that enhances Digital Twins, GIS platforms, hydraulic models, asset management systems, and AI-powered operational dashboards.

By solving the "last mile" of infrastructure intelligence, AI-Hydrant provides the real-world data that existing software platforms have been missing.

As our installed base grows, municipalities make better decisions, our software partners become more valuable, and the Municipal Intelligence Layer becomes stronger.

Looking Ahead

Our long-term vision extends well beyond today's intelligent hydrant.

FireSide™ will provide first responders with real-time hydrant flow, pressure, and operational status before they arrive on scene, improving situational awareness during critical emergencies.

Looking further ahead, intelligent pump stations and pressure management systems could dynamically respond to emergency demand by increasing water delivery to the area surrounding a 911 incident.

The intelligent hydrant is only the beginning.

We are building the Municipal Intelligence Layer—the intelligent infrastructure foundation that connects tomorrow's cities.

Traction

“While we are pre-revenue, we have significant traction through strategic validation. World-renowned industry experts have provided letters of support, validating both the market need and our approach. This expert validation demonstrates strong industry confidence as we build toward launch.”

Market

The US has roughly 148,000 water systems. AI-driven digital water solutions are growing at 18.4% annually in North America — a cumulative market of $8.5 billion by 2033, per Bluefield Research. Globally, the digital water market is projected to reach $27.2 billion by 2033. The incumbents — large valve manufacturers like Mueller Water Products and Xylem — sell hardware and SCADA systems but produce almost no real-time pipe-level data. The startups working on leak detection (Xylem's Visenti, Fracta, others) all need the kind of continuous flow and pressure data we generate to make their models better. We're not competing with them; we're the data layer they'd pay to access.

Business model

Business Model & Revenue Structure

AI-Hydrant is not a traditional Software-as-a-Service (SaaS) company. We are an Infrastructure Intelligence as a Service (IIaaS) company, combining intelligent field hardware with recurring infrastructure intelligence.

Our revenue model has three components:

1. Intelligent Infrastructure Platform

Municipalities purchase or finance the AI-Hydrant intelligent endpoint as part of their infrastructure modernization program. This includes the edge computing platform, communications, sensing technologies, and installation.

2. Infrastructure Intelligence as a Service

Following deployment, municipalities subscribe to our recurring Infrastructure Intelligence service at approximately $50 per hydrant per month (approximately $4 per household per month in a typical community). This subscription provides continuous infrastructure monitoring, AI-assisted analytics, software updates, secure communications, predictive maintenance insights, and operational decision support.

3. Ecosystem Data Partnerships

Rather than competing with existing Digital Water and SaaS providers, AI-Hydrant is designed to complement them. We intend to share infrastructure intelligence through secure integrations that enhance Digital Twins, hydraulic models, GIS platforms, asset management software, and operational dashboards. Our goal is to make existing software platforms more valuable while accelerating adoption of intelligent water infrastructure.

Go-to-Market Strategy

Our primary customers are municipal water utilities.

Commercial deployment will be driven through strategic partnerships with hydrant manufacturers, waterworks distributors, consulting engineers, and system integration partners that already maintain trusted relationships with municipalities. This partner-first strategy enables national scale without building a large direct sales organization.

Our long-term vision is to transform today's traditional 1% annual infrastructure replacement cycle into an AI-driven modernization cycle approaching 10%, creating substantial value for municipalities while supporting thousands of skilled local installation, maintenance, GIS, and field service jobs.

Risks we're taking on

Execution Challenges & Our Strategy

Every transformational infrastructure company faces significant execution challenges. We believe success comes from identifying those challenges early and building a strategy to address them.

Hardware Built for Municipal Infrastructure

Anything installed on a public water system must meet rigorous engineering standards, operate reliably in demanding environments, and earn the confidence of utility operators.

Municipal infrastructure is expected to perform for decades—not years.

AI-Hydrant is being engineered with those expectations from the beginning. Our focus is on durability, serviceability, cybersecurity, and compatibility with existing municipal assets.

We recognize that utility procurement cycles are deliberate and often lengthy. That is why our current focus is building the engineering validation and field data that utilities require before adopting new technology.

When a utility asks, "Does it work?", we intend to answer with documented field performance—not laboratory demonstrations alone.

Commercial Adoption

Selling municipal infrastructure differs fundamentally from selling enterprise software.

Utility purchasing decisions involve engineers, operations managers, procurement professionals, executive leadership, elected officials, and, in many cases, state regulatory agencies.

We view this as an opportunity rather than a barrier.

Instead of building a large direct sales organization, AI-Hydrant is partnering with organizations that already serve these customers every day.

Our commercialization strategy leverages the existing relationships of:

1. Hydrant manufacturers
2. Waterworks distributors
3. Consulting engineering firms
4. Digital Water software companies
5. System integration partners

These organizations have spent decades earning the trust of municipal utilities.

AI-Hydrant enhances their products and services by providing the missing layer of real-time infrastructure intelligence. As a result, our partners become advocates for intelligent infrastructure because our platform increases the value of the solutions they already deliver.

Rather than replacing the existing ecosystem, we intend to strengthen it.

This partner-first strategy enables AI-Hydrant to scale nationally without the cost and complexity of building a large direct sales force, while significantly reducing customer acquisition costs and accelerating market adoption.

Demonstrating Measurable Value

Utilities adopt new infrastructure when the operational and financial benefits are clear.

Our objective is to demonstrate measurable value through:

1. Continuous live flow intelligence
2. Ultrasonic infrastructure imaging
3. Earlier leak detection
4. Reduced emergency repairs
5. Improved capital planning
6. Enhanced fire flow readiness
7. Better utilization of Digital Water platforms
8. Support for data-driven infrastructure investment decisions

Rather than competing with Digital Water software providers, AI-Hydrant complements their platforms by supplying trusted field intelligence that enhances Digital Twins, hydraulic models, GIS systems, asset management software, and AI-powered operational dashboards.

Building the AI Infrastructure Economy

Most people associate artificial intelligence with software companies, semiconductor manufacturing, and data centers.

We believe the next wave of AI will be built in America's cities.

Every intelligent hydrant deployed creates demand for manufacturing, field installation, GIS integration, communications, electrical work, maintenance, engineering, and long-term municipal service.

AI infrastructure is not replacing blue-collar jobs.

It is creating a new generation of high-skilled infrastructure careers.

Just as the interstate highway system transformed transportation, we believe the Municipal Intelligence Layer can become foundational infrastructure for the intelligent cities of tomorrow.

Our goal is not simply to build another water technology company.

Our goal is to help establish AI Infrastructure as a new category of municipal investment—where artificial intelligence and physical infrastructure work together to build smarter, safer, and more resilient communities.