AI agents for a large remodeler's back office: AP processing, vendor reconciliation and job-cost syncs
Neil Kelly Company
What they did with AI
Neil Kelly Company, an 80-year-old design-build remodeler in Portland, Oregon, now runs about 30 background AI agents, according to Jeremy Wood, its senior director of IT, on JobTread's Builder Stories podcast. They check estimates against scopes of work, process accounts payable, reconcile vendor invoices (including pulling invoices from a supplier portal), and sync new CRM opportunities and Sage Intacct job costs into JobTread twice a day. Wood says the AI writes and tests ordinary scheduled data pipelines rather than guessing each time, so numbers like job costs are deterministic, and an AP clerk reviews what the agents surface. He also had AI agents grade construction software against a requirements rubric, then set up a JobTread test in an afternoon with a handful of jobs whose job costing he says reconciled to the penny against Intacct. Employees started with ChatGPT before the company built an agent layer; he advises small shops to begin read-only (for example a morning email summary) and to use company accounts that don't train on their data. These are the IT director's own statements in a podcast hosted by JobTread's CEO, with no audited results.
Related use cases
AI permit research, job-site daily logs and change-order scans at an Alabama builder-remodeler
Old Number One Customs (Jake Bartol, Auburn, AL)
Jake Bartol, owner of Old Number One Customs, a licensed residential builder and remodeler in Auburn, Alabama, describes the AI running on every active project. An AI notetaker on site turns conversations into daily logs that sync to project management. A daily scan of client communications flags possible scope creep, and within 24 hours the client gets a written, priced change order to approve or decline. AI permit research pulls county and city code requirements and overlays such as historic districts, Lake Martin shoreline rules and FEMA flood zones, which he then confirms with the permit office. AI also gives tier-based starting estimates from the site's project configurator and drafts invoices, change orders and emails. He says AI handles the information work that used to take 40% of his time.
AI back office for remodelers: connect Claude to JobTread for proposals, vendor bills and job-close audits
Element Design Build
Element Design Build, an eight-person design-build remodeler in Hudson, Ohio, uses Anthropic's Claude as the link between its existing software: JobTread for project management and job costing, Fireflies for call transcripts, and Microsoft 365. Owner Vlatko Demrovski records prospect calls and consultations with Fireflies, then has Claude summarize them and help prepare JobTread proposals from templates and historical job costs; he says proposals that took 60 to 90 minutes now take 10 to 15, and a $150,000 kitchen estimate that took two days often takes about three hours. On the accounting side, an AI agent helps input vendor bills, match purchase orders and budget line items, and support reconciliation; job-close audits now happen on every job, and commission calculations that took a full day are done in under an hour with an audit trail. Claude also drafts schedules from the company's actual task durations. Element grew from $3.74 million (2024) to $3.92 million (2025) with the same headcount, which Demrovski largely credits to this setup. He reviews every output ("I read every single word") and tests spreadsheet instructions on one row first. Figures are owner-reported in Qualified Remodeler's 2026 Fred Case Award profile.
Have ChatGPT write cost formulas for your estimating software
Trevor Young (remodeler, JobTread user)
Remodeler Trevor Young uses ChatGPT to write pricing formulas inside JobTread, such as one for pricing dirt haul-off. He first had to teach it how JobTread's formula logic differs from Excel. Now he gives it the context, parameters and output he needs, and it returns formulas that fit his setup, saving hours of spreadsheet work. The video's advice: always double-check the math.