Your business already knows what needs to be automated. It just needs someone who can build it.
Practical AI, scripts, and simple software built around the way the work actually happens.
Before Homegrown AI
Log in
Open reports
Download
Repeat
Report v1.xlsx
Report final.xlsx
Report final 2.xlsx
=VLOOKUP(...)
=IFERROR(...)
=SUMIF(...)
After Homegrown AI
- Combine Pull from all sources in one place
- Validate Check for issues and inconsistencies
- Clean Standardize and remove clutter
- Calculate Apply logic and business rules
- Final output One report. Ready to review.
From spreadsheet chaos to a workflow you can trust.
Show me the annoying part.
Every Friday someone copies 180 rows into another spreadsheet.
Someone checks the same websites by hand every morning.
A two-hour report gets rebuilt from scratch every month.
This is the work worth fixing.
One small tool can change the economics of a problem.
A browser-extension build turned manual research into a repeatable process and uncovered meaningful business opportunity. The point is not the flash. It is the leverage.
~$50 in AI coding credits
1 browser extension
in business opportunity uncovered
The broader pattern shows up across the work: understand the repetitive spine, build the smallest useful tool, and keep the human judgment where it belongs.
Read the proof storyAdvise. Teach. Build.
Some businesses need a clear plan. Some need the team to get capable. Some just need the tool built. Start where the work is stuck.
Advise
Review workflows, separate useful automation from noise, and find the practical first move. The goal is a plan you can act on, not a pile of AI jargon.
Teach
Help people use AI tools safely and effectively, with the business judgment still in the driver's seat. The capability stays with your team.
Build
Create scripts, browser tools, workflow automations, and practical custom solutions for work that keeps repeating itself.
I'm not a lifelong programmer. That's the point.
Business problems came first: forms, reports, research, inbox work, and the nagging sense that there had to be a better way.
Modern tools made software building accessible, but the useful part was never hype. It was knowing the work well enough to describe what should happen, check the output, and keep improving the system. Homegrown AI exists to help other small businesses use that same leverage.
Practical help, grown around the work you already understand.
What does this usually cost?
These are orientation points, not subscription tiers. The right scope depends on the problem and whether solving it is worth the spend.
If the problem doesn't justify the cost, I'll tell you.
Practical notes from actually doing the work.
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The automation checklist I use before writing any code
The questions that keep automation work grounded before a single script gets written.
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Reading invoices and POs with AI
Where AI helps with messy documents, and where ordinary software should still carry the load.
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Mostly script, a little AI: the hybrid workflows that actually ship
A practical pattern for combining deterministic scripts with narrow AI calls.
Got something at work that makes you say, "There has to be a better way to do this"?
Bring the annoying part. We'll figure out whether AI, a script, a browser tool, or a better process is the right answer.