Matt
Calvano.

Matt Calvano runs a company called Adaptive, and Adaptive's whole thesis is that the reason your kitchen renovation went sideways is not really the guy with the tool belt. It is a shoebox of unreadable invoices, an outdated construction budget, three vendors who each swear they are owed a check, and an accountant working out of QuickBooks with fourteen browser tabs open. Adaptive builds software to fix that. Calvano is 76 employees deep, headquartered at 222 Broadway in lower Manhattan, and has raised $26.4 million to keep going.

The company launched in February 2023. By the middle of 2024, more than 280 construction firms were running their books on it, together representing about $1.4 billion in project volume. Emergence Capital, which is the fund that backed Zoom, Salesforce and Gusto before those companies were obvious, put in $19 million as a Series A that July. Andreessen Horowitz was already in from a $6.5 million seed the year before. Neither of them are known for backing lien waivers.

Calvano is a co-founder and CEO. The other two founders are Henry Bradlow and Francisco Enriquez. All three were classmates at Stanford's Graduate School of Business. Enriquez used to build rockets at SpaceX. The founding story, as Calvano tells it, is that they set out to find the largest, ugliest, most software-starved market in the United States, and the answer they arrived at was homebuilding.

Homebuilding is a $2 trillion sector. Roughly $273 billion of that vanishes every year into what the industry, when it is being polite, calls back-office friction. When Adaptive raised its Series A, Calvano put the framing this way: "Our platform leverages AI and automation to cut through this back office fog, delivering real-time clarity into financials and significantly accelerating payments." Read charitably, that means: builders don't know what they're spending until three months after they've spent it, and if they knew sooner, more of them would stay in business.

Before Adaptive, Calvano's résumé is legibly banker-shaped. Michigan State finance degree in 2013. Three years at Morgan Stanley on the real estate side. Three years at KSL Capital Partners, a private equity firm best known for hotels and hospitality. Then Stanford. Then a company that reconciles construction invoices with accounts payable, chases vendor W-9s, files lien waivers, and syncs bi-directionally with QuickBooks. It is not, on paper, the arc of someone chasing prestige. It reads more like someone who noticed a fixable problem and decided the best career move was to fix it.

Adaptive's product does the unglamorous parts of finance. Bill capture. Approval workflows. Automated coding to a job-cost budget. Vendor onboarding. Draw packages for lenders, which is the ritual of assembling receipts and lien waivers so a construction loan will release the next tranche of cash. Payments. Reporting dashboards a builder can actually read. The pitch is not that any single one of these features is revolutionary. The pitch is that if you rebuild all of them at once, on top of an AI layer that reads unstructured invoices and matches them to line items, you end up with an accounting system that a general contractor will keep using, which is not a thing that had really existed before.

The trick, and Calvano appears to know this, is that construction is not a market that rewards demo-day polish. It rewards showing up. It rewards understanding, in some granular way, why one builder pays their concrete sub in draws and another one pays net-30 and why the same builder handles both. Adaptive ships new features approximately every two weeks. Its integration with QuickBooks is bi-directional, meaning changes flow both ways, which sounds like a small engineering choice and is not.

In late 2024, CB Insights named Adaptive one of the 100 most innovative fintech startups in the world. That list is normally dominated by consumer neobanks and crypto experiments. Adaptive got on it by making it slightly less agonizing to be a small commercial general contractor in Ohio. That is a version of fintech innovation that does not photograph well. Calvano seems fine with that.

What is quietly interesting about him, as a founder, is the shape of his ambition. He is not building a horizontal platform. He is not chasing generative AI for its own sake. He picked a category that most of his Stanford classmates would rather not touch, and he is running at it with a team of 76 out of a floor in the Woolworth Building neighborhood, funded by two of the most disciplined venture firms in the country. If it works, in ten years a very large percentage of American residential and light-commercial construction will run its money through software he built. If it does not, a lot of builders will still send around Excel files with names like final_budget_v7_MATT_EDITS.xlsx. That is the bet.