Construction cranes silhouetted against an orange sunset sky

Prudence · Early-stage venture capital

Vertical AI for the Built World.

Lead investors in the AI companies rebuilding how construction, infrastructure, and real estate get work done.

Read the thesis

Why this. Why now.

The intersection of AI and the built world is a generational investment opportunity.

The dominant future companies are being formed at the earliest stages — today.

Construction, infrastructure, and real estate run on coordination — millions of manual workflows that AI can finally automate. The winners will be vertical: purpose-built systems sold into operating budgets and priced against work performed. Six arguments follow.

$20TGlobal economic activity
15%Of global GDP
400MPeople employed worldwide
$1.8TVertical AI market · ~3× cloud
Floodlit dam construction site in a night valley

The thesisPillar 1 — Platform shift

The most consequential technology cycle of our careers.

AI surpasses every prior wave — internet, mobile, cloud, Vertical SaaS — in breadth, depth, and speed of change. Nowhere is that more evident, or more underappreciated, than in the Built World.

Dense container-stack aerial in red and blue

The thesisPillar 2 — Fragmented markets

Twenty trillion dollars of work. Almost none of it automated.

Construction, infrastructure, and real estate are highly fragmented — even the largest players hold modest share — and historically underserved by technology. 400 million people orchestrate millions of manual workflows every day.

Top-down dusk aerial over a tower crane and laydown yard

The thesisPillar 3 — Work orchestration

Most of the work isn’t physical. It’s orchestration.

Teams spend the majority of their time coordinating plans, schedules, subcontractors, compliance, and payments — not performing hands-on work. These workflows are repetitive, data-intensive, and manual: ideal for AI. And many drive revenue, not just cost.

Wind turbines silhouetted under a blazing red-orange sunset

The thesisPillar 4 — Enterprise adoption

The first tech cycle with genuine demand pull.

Executives are mandating AI adoption from the top down. Vertical SaaS sold into IT budgets of 2–3% of revenue; Vertical AI sells into the 20–30% spent on operations. Enterprise contracts are landing earlier — and bigger — than ever at seed and Series A.

20–30%of revenue — the budget Vertical AI sells into

Floodlit container ship and gantry cranes at night

The thesisPillar 5 — Buyers, not builders

Buyers, not builders.

Built World customers buy AI rather than build it — the technology moves too fast, precision requirements are too high, and bespoke systems aren’t worth maintaining. They need purpose-built AI with fast time-to-value, priced against work performed.

Night highway interchange aerial with light trails

The thesisPillar 6 — Propagation

Trust one agent, and the next ten follow.

Once an AI system earns trust automating a core workflow, customers extend it into adjacent processes — a land-and-expand dynamic stronger than anything SaaS produced. As agents embed across an organization, switching costs rise and early leaders compound advantages in data, distribution, and workflow coverage.

How we operate

Specialists win where generalists guess.

Capturing this opportunity takes technical fluency, deep end-market expertise, and underwriting discipline built over decades — not enthusiasm for AI.

16Years early-stage investing
32Investments · 3 funds
$225MMCommitted capital
3.1xDPI · Fund I

Lead investor from Seed through Series B, primarily North America. High-conviction, concentrated — purposefully small funds with room only for our best ideas.

Strategic direction, go-to-market guidance, enterprise customer introductions, and access to later-stage capital partners.

Direct relationships with industry decision-makers let us pressure-test pain points before we invest — and avoid the missteps generalists make.

Deploying aggressively behind Vertical AI while keeping the discipline that has defined the firm since 2009.

Founders on Prudence

“Prudence is a team of exceptional business builders — their expertise and focus makes them a critical advisor to our management team as we continue to scale. They sweat the details and are a diligent investor and thought partner, while still moving quickly and efficiently on making important decisions.”

Mike DeGiorgio CEO & Co-Founder, CREXi

“They’ve demonstrated, in words and actions, a willingness to roll up their sleeves and work alongside me and my team as we plan business strategy and go-to-market tactics. This team is the epitome of ‘founder first’ investors.”

Remen Okoruwa CEO & Co-Founder, Propexo

“Prudence is much more thoughtful and empathetic than the typical investor. They have a remarkable ability to put themselves in my shoes as a CEO and assist me in solving problems that are seemingly intractable.”

Dana Dunford CEO & Co-Founder, Hemlane

The portfolio

We’re already backing the companies doing the work.

Fund III companies grew ~3× on average last year — each holds at least one six-figure enterprise contract, several exceeding $1M.

  • Trunk Tools
  • AI Clearing
  • Clearstory
  • Planera
  • Uniti AI
  • CREXi
  • Propexo
  • Hemlane
  • Compass
  • CASAFARI
  • VendorPM
  • Maxwell

View full portfolio

The team

A small team with outsized presence.

Sixteen years of early-stage investing. Thirteen-plus years embedded in construction, infrastructure, and real estate. Board seats across the portfolio, and a standing dialogue with the industry’s decision-makers.

Gavin Myers speaking on a panel at the Prudence Annual Summit
Prudence Annual Summit · AI in the Built World · NYC
Melissa Landry-Koller presenting on stage at the Prudence Annual Summit
2025 Annual Summit · Mainstage
Jordan Viniar on a panel before a full room
Field-level construction panel · NYC
Gavin Myers — Managing Partner David Fischer — Co-Founder & Partner Jordan Viniar — Partner Meet the team

Perspectives

We don’t just fund this shift. We convene it.

Our partners speak at the industry’s leading conferences, host founder dinners nationwide, and convene operators and investors at our AI in the Built World Summit and Annual Meeting in New York. Named one of America’s Top Venture Capital Firms for 2025 by TIME.

Read our perspectives

Welcome signage at the Prudence 2025 Annual Meeting
2025 Annual Meeting · NYC
Guest session under a branded screen at the Summit
Summit session · Vertical AI in CRE
The Annual Meeting · 2025 film · Plays muted with captions