I build practical tools when something important is hard to see. At work, that has meant mapping project relationships, turning order information into a daily report, and researching changing regulations. At home, I use the same habit to make everyday tasks easier.
01 / AT WORK · Westlake Royal Stone Solutions
The map nobody had
FIELD NOTES / RELATIONSHIPS✳
ArchitectBuilderContractor
PROJECT relationship map
ManufacturingDistributor stocking
01 · Project/spec data
02 · Relationship map
03 · Manufacturing + stocking
Workflow illustration · Project relationships lead to manufacturing and stocking conversations.
01
What I noticed
After COVID, long lead times meant availability could outweigh the architect's specification. Contractors could swap our product late, and we lost volume without visibility into those decisions.
02
What I needed to understand
Who was working with whom on which project, and what was being specified months ahead.
03
What I built
An Excel model with an LLM doing the reading, using ConstructConnect project and specification data to map relationships between architects, builders and contractors.
04
What changed
I took the map to manufacturing. With a clearer view of upcoming projects and relationships, we also worked with distributors to keep builder-specific stock on hand.
ExcelLLM-assisted readingConstructConnect
02 / AT WORK · SiteOne Landscape Supply
The report the system couldn't give them
FIELD NOTES / REPORT✳
Open ordersOutstanding materialsTruck scheduling
Daily report
Customer
01 · Three inputs
02 · One daily report
03 · Customer receives it
Workflow illustration · Three information streams come together in a daily report for the customer.
01
What I noticed
A contractor needed a report the existing system could not provide.
02
What I needed to understand
A clear view of open orders, outstanding materials and truck-scheduling information.
03
What I built
I used AI to build an automated report and made sure the customer received it daily.
04
What changed
The customer had better visibility, handled things more efficiently, and needed less back-and-forth with the branch.
AI-assisted reportDaily customer report
03 / AT WORK · Oldcastle Infrastructure
Keeping up with the code
FIELD NOTES / REGULATIONS✳
Source documents
AI-assisted research
In-house engineering validation
Customer guidance
01 · Read changes
02 · Validate with engineers
03 · Guide customer
Workflow illustration · Source documentation and AI-assisted research pass through in-house engineering validation before customer guidance.
01
What I noticed
Stormwater specifications and local requirements change by jurisdiction.
02
What I needed to understand
What had changed in the source documentation and what that meant for plan and specification review.
03
What I built
I set up an LLM over county code and regulatory documentation and kept it current to support plan and spec review and identify where a system upgrade might fit.
04
Why it matters
The point was to understand a change before it became an account problem. Every answer was validated against our in-house engineers before it reached a customer.
County codeRegulatory documentationIn-house engineering validation
04 / FOR MYSELF
Same habit, pointed at my own life.
Personal tools I built with AI and use every day.
FIELD NOTES / RENTAL✳
Tenant serviceInvoicesBooks
Rental management
Concept illustration · Tenant service, invoices and books connected to rental management.01 / PERSONAL BUILD
The tenant app
A Gmail-authenticated app I built to manage tenant service, invoices and the books for my rental property. I use it every day.
FIELD NOTES / TRADING✳
20+ data APIs
Four-judge scoring
Stock information
Concept illustration · Data APIs feed four-judge scoring and stock information.02 / PERSONAL BUILD
Trading research
A trading analysis app that pulls from 20+ data APIs, with a four-judge system that scores stocks.
FIELD NOTES / TODO✳
Plaid
Zapier
To-do list
Concept illustration · Plaid feeds Zapier, then a to-do list.03 / PERSONAL BUILD
A to-do list that builds itself
A Plaid app that feeds my to-do list through Zapier.
Pick one account you'd hand a new CSM and think hard about. I'll come to the call with a short account plan on it: where the risk is, what I'd do in the first ninety days, and what I'd measure.