Why we invested: KonstructIQ

Note from Mike and Ash: Part of our ongoing "Why We Invested" series, where we share how we evaluate and pick the teams we back. See Our Investment Thesis for context.

Morado's thesis has one load-bearing idea. We're living through a data-fueled revolution that is rewriting what legacy industries look like, and the founders who win in it are the ones who build new operating systems from the foundation up. We call them systems builders.

For a decade we backed that pattern in software. More recently our attention has shifted to the physical economy, the parts of GDP that sensors, cameras and large models are only now reaching. Flox is doing it in poultry. Everest Labs is doing it in recycling. The shape of the opportunity is always the same. A huge industry, running on guesswork and paper, that needs someone willing to rebuild the whole stack.

Today we're announcing our investment in KonstructIQ, a company that fits nicely with our investment thesis and is led by two founders we've backed before. Irv Henderson and Leo Jiang.

"Estimating is the slowest and most stressful part of a contractor's week, and it's the part that decides whether they win the job. We built KonstructIQ so a small builder can turn a homeowner's idea into a real, line-item estimate before the coffee gets cold."

Irv Henderson, CEO and Co-Founder, KonstructIQ

1. The founders

At the seed stage, team is the single most predictive input. Our investment in KonstructIQ is really an investment in Irv and Leo.

We first partnered with them in 2012 at Talech. At the time, small businesses were stuck on server-based registers that treated every transaction as a cash movement and nothing more. Talech rebuilt the register as a data capture device. It gave a coffee shop owner the same analytics that Starbucks had, without the price tag.

That approach worked. Talech grew to serve more than 8,000 merchants and process billions in payment volume before U.S. Bank acquired it in 2019. After the acquisition, Irv stayed inside the bank as Chief Digital Officer. That seat teaches you things no founder gets to learn on the outside. How banks actually score risk. How payments infrastructure really moves money. Where embedded finance works, and where it quietly fails.

So Irv and Leo aren't figuring out how to run a company. They're running a playbook they wrote themselves, with new muscle.

Leo is the CTO. His signature move is hiding extreme technical complexity behind a product that feels simple. Irv is the CEO. His signature move is picking fragmented markets that everyone else finds too messy to touch. Both patterns are on display at KonstructIQ.

2. The market

U.S. residential construction is roughly a $1.4 trillion slice of GDP, and it's one of the least digitized large industries in the world. Manufacturing productivity has roughly doubled since the 1970s. Construction productivity has barely moved.

Three specific problems keep it that way.

The institutional knowledge bottleneck. In most small and mid-sized construction firms, the ability to estimate a job lives inside one person's head. Usually the owner's. That "gut feel" approach is how margin gets made, and it's also why the business can't scale past the owner's calendar.

The cash-flow crunch. Contractors are capital-intensive and cash-poor. They float materials and labor for 60 to 90 days, acting as the bank on every project. One bad collection can take a company down.

The Frankenstein stack. Most contractors still run million-dollar projects out of Excel, Word, PDFs and WhatsApp threads. The data that matters for pricing, margin and cash never ends up in one place.

3. The product

KonstructIQ is a financial operating system for contractors, not a project manager with a billing module bolted on. Most incumbents start with schedules and Gantt charts and try to add financials after the fact. KonstructIQ starts at the money. For a small builder, cash flow is the schedule.

Four pillars matter most.

AI-powered estimating. The workflow is Describe. Review. Done. A prompt like "build a 20x20 composite deck, Bay Area" becomes a detailed line-item breakdown of excavation, lumber, hardware, labor and contingency. What used to take two to four days gets done over lunch.

One data model for estimate and budget. In traditional tooling, the estimate and the budget are two separate documents that have to be kept in sync by a human who is too busy to do it. In KonstructIQ, the approved estimate automatically becomes the budget of record. That one change closes a well-known hole where revenue leaks out.

Change orders as a digital shield. Change orders are the single biggest leak in contractor margin. KonstructIQ makes documenting a scope change as easy as sending a text. That takes the heat out of an awkward conversation and creates a real paper trail, so builders get paid for the work they actually do.

Embedded finance. This is where Irv's years inside U.S. Bank pay off. KonstructIQ pulls payments, lien waivers and reconciliation into the same workflow, and compresses a 90-day collection cycle toward same-week settlement.

4. The data moat

A real data moat is a core part of how we evaluate deals, and KonstructIQ has an obvious one. Every estimate a contractor builds inside the product becomes labeled data on how buildings actually get priced in the real world, at the line-item level, across geographies.

Over time, that dataset powers the feature we're most excited about. Predictive pricing intelligence. Picture a small contractor bidding on a kitchen remodel. KonstructIQ quietly tells them:

"You're pricing waste removal at $500. On projects like this in your zip code, the average is $800. Want to update?"

That single prompt turns "institutional knowledge" into empirical fact. It also turns the contractor from a gambler into an operator.

Why now?

Three things came together in the last 18 months.

Generative AI got good enough to decompose a natural-language prompt into a structured bill of materials with regional pricing. That capability didn't exist at useful quality in 2022.

A new generation of residential contractors grew up expecting software to work on day one. They aren't going to install an enterprise ERP. They want something they can use on Tuesday and see revenue from by Friday.

And the labor market is unforgiving. U.S. construction is short roughly a quarter-million skilled workers. Wages are climbing around 4% year over year. Every office hour that doesn't produce a bid is a margin hit.

Our mental checklist

We keep a mental checklist of things we look for when we consider investing. For KonstructIQ, the list looked like this:

• Repeat founders we've backed before, with a prior exit to a large strategic. Check.
• "Big problem" with a trillion-dollar TAM and a clean "why now". Check.
• Product approach that cuts against the incumbent default. Check.
• Data-fueled approach with a widening data moat. Check.

The PEAs test (passion, expertise, ability to execute) was the easy part. Irv and Leo cleared it a decade ago at Talech. They clear it more easily now.

What comes next

KonstructIQ is already live with design-build firms and remodelers, and the feedback loop between customer and product has the same quality we saw in Talech's first two years. That feedback loop is the asset.

We believe KonstructIQ is well positioned to become the financial backbone for the long tail of U.S. contractors. We're excited to run it back with Irv, Leo and the team they're assembling around them. More soon.

By Ash Patel and Mike Marquez, Morado Ventures