Verification infrastructure for construction
Kiron builds AI verification tools for residential and commercial construction. Our agent Ella reads project documents — invoices, quotes, change orders, permits, draws, and field photos — and verifies every dollar against scope, approvals, and evidence.
We believe builders shouldn’t have to choose between keeping the schedule and keeping costs honest. Kiron runs alongside your existing process, flags issues before approval, and gives your team the evidence to approve or push back — in minutes, not weeks.
Why we built Kiron
Residential construction is the second-largest sector of the U.S. economy and one of the least instrumented. A typical custom home builder runs five to fifty active projects, each with ten to twenty subcontractors, each generating a continuous stream of quotes, invoices, change orders, inspection logs, and field photos. That paperwork is the financial nervous system of the project — and it moves through email folders, drives, and spreadsheets that no AI has ever read in real time.
The result is a structural cost leak. Industry data from organizations like NAHB and the National Center for Construction Education and Research estimate that residential builders lose between 3% and 7% of project budget to preventable financial errors: overbilling, missing change orders, allowance overruns, duplicate invoices, and mis-matched quote versions. On a $1.4M custom home, that’s $42K to $98K of margin walking out the door per build — quietly, invoice by invoice.
Modern project management tools — Procore, Buildertrend, JobTread, CoConstruct, Houzz Pro — are excellent at scheduling, client communication, and document storage. None of them read your documents and verify them. That’s the work that’s still done by a senior PM at the end of a long day, on the third invoice of the night, after the third coffee. That’s the work Ella exists to handle.
What we stand for
Every decision Ella surfaces is backed by the source document she read. No assumption, no probability score without evidence. If we can't show you why we flagged it, we don't flag it.
No new dashboards to log into, no fields to map, no training day. Kiron works alongside the email, spreadsheets, and project management tools your team already uses.
Ella surfaces decisions. Your team approves them. Every action that moves money goes through a human approval gate — by design.
Founder
Pierrick grew up around construction. His family was in the building trades, and he spent a meaningful part of his youth on job sites watching projects come together — and watching the financial paperwork that came with them.
Professionally, Pierrick spent the last decade in software engineering leadership — most recently as VP of Engineering at Recurrency, a supply-chain AI company helping industrial distributors modernize operations. Recurrency’s work — pulling structured signal out of operational data nobody had time to read — is the same problem residential construction has, at a different scale and with different documents.
He started Kiron in 2026 to give builders the verification tools they’ve never had. The thesis is simple: the same AI that reads a 200-page distributor catalog can read a stack of construction invoices and tell you which ones to approve, which to flag, and which to push back on. The outcome is fewer disputes, higher margin retention, and more nights where a builder gets to go home at a reasonable hour.
Company
Talk to us
Want to see Ella read your invoices? Or just talk through whether Kiron is right for your business?
