About · Knittrix

Two people, one stake.

Dustin grew up in construction. Dow scaled software at Airbnb. Knittrix is what happens when both of those instincts have to agree on every decision.

01 · Origin

How we started Knittrix

Dustin grew up inside a construction company — first under his grandfather, then under his uncle. He worked every role on the way up: field laborer, foreman, estimator, project manager. He knew the document hunt from inside the office and from inside the trailer.

Dow spent his career building software that ran at scale — enterprise systems at DXC, then operations tooling at Airbnb. The same shape of problem kept showing up: too much information, no organized retrieval, decisions made on whatever scrap of context you could find in time.

The trigger was simple: a project manager spending an entire afternoon scrolling a 600-page spec to find one warranty clause before a 5pm call with the owner. The information was right there. The retrieval was the problem.

So we built Knittrix construction-first. CSI codes, AIA articles, drawing-sheet metadata — the structure construction documents are written in is the structure the retrieval respects. Every answer carries a citation a PM can verify. Decisions stay yours. Conclusions stay traceable.

— Dow Edwards & Dustin Walker

02 · Dustin Walker

Dustin Walker

Co-founder · Construction

Dustin Walker grew up in a multi-generational construction company — learning the trade from his grandfather and then working under his uncle as the company grew. He has worked every role on a job site: field labor, foreman, superintendent, estimator, and project manager.

That breadth means he has felt the document hunt from every angle — the PM hunting through a spec at 5 PM, the estimator pricing an addendum, the super reconciling a drawing revision against what was actually built. He brings that direct experience to every product decision at Knittrix.

03 · Dow Edwards

Dow Edwards

Co-founder · Engineering

Dow Edwards is a fullstack engineer who built software at scale — enterprise systems at DXC, then operations tooling at Airbnb. He has spent the last decade designing systems that handle millions of operational decisions and present the right context at the right moment.

He brings that perspective to the technical foundation of Knittrix: how documents are parsed, how citations are anchored, how retrieval respects the structure operators actually need. The product side stays construction-first, but the engineering rigor is the thing that lets it scale.

04 · The premise

Why Knittrix is built construction-first

Knittrix is built construction-first because both of us have lost afternoons to the document hunt.

Every claim cites the page it came from. Every decision stays the operator's. Every action is traceable. The product expands into agents that help draft RFIs and prep payment apps — but the rule won't bend.

05 · Talk to us

Want to see Knittrix on your documents?

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