Case Studies

3 small businesses. Real numbers.

Concrete results from the AI implementations we ran for three Ohio businesses. Same patterns we identify in every $497 AI Readiness Assessment — your assessment will likely surface 2-3 similar opportunities for your operations.

Disclosure: Our founder has direct working relationships with all three businesses below. The numbers are from real implementations, but the relationships mean we have skin-in-the-game beyond a typical consulting engagement. We disclose this on every page where we cite these examples.
Service Business · Landscaping

Lawn Harmony Landscaping

Circleville, OH · 4-person seasonal landscaping service

12 min → 90 sec
Quote turnaround
+18%
Close rate increase
~6 hrs/wk
Reclaimed for owner

The problem

Quotes were the operational bottleneck. Owner was spending 12 minutes per quote drafting in Word, copying past quotes, hand-calculating labor and materials. With 6-12 quote requests a week, that was 90+ minutes of owner time on quote drafting alone — most done late at night, hurriedly. Quote quality suffered when rushed; close rate suffered when quotes went out 24+ hours after the inquiry.

What we built

Tools used

ChatGPT Plus ($20/mo) Custom GPT (free w/ Plus) Existing CRM (no change)

The result

Quote draft time dropped from 12 minutes to 90 seconds. Same-day quote turnaround on every inquiry. Close rate (quote-to-paid) lifted 18% over the next 90 days, attributed primarily to the speed-of-response advantage over slower competitors.

"Used to take me 12 minutes per quote and they all looked slightly different. Now I dictate the basics, the GPT drafts it in my voice, I send it. Saturday afternoon was usually quote-Saturday. Now Saturday is actually Saturday."
— Owner, Lawn Harmony Landscaping (Circleville, OH)
Custom Apparel · B2B

TagUp Tees

Custom apparel and merchandise for small businesses

3 days → 1.5 days
Order-to-shipment
~6 hrs/wk
Saved on report exports
~$2,400/mo
Operational savings

The problem

Order intake was manual — emails came in, were copy-pasted into a spreadsheet, then again into the production system. The ops manager spent 6+ hours a week just exporting and reconciling reports between three systems that didn't talk to each other.

What we built

Tools used

Make.com ($9/mo) ChatGPT Plus ($20/mo) Existing tools (Gmail, Sheets)

The result

Order-to-shipment time dropped from 3 days to 1.5 days because the manual handoff between intake and production was eliminated. The 6 hours per week the ops manager was spending on report exports went to actual customer service work. Combined with reduced overtime, operational savings worked out to roughly $2,400/month.

"We're a small custom apparel shop and were getting buried in spreadsheet work. They built us an automated workflow that cut our admin time in half. Tim was straightforward about what would and wouldn't work — appreciated the honesty."
— Operations Lead, TagUp Tees LLC
Service Business · Appliance Leasing

Reliable Appliance Leasing

Residential appliance leasing · Ohio

$4,200
Recovered in 60 days
$40/mo
Tool cost
~60 sec
After-hours response time

The problem

After-hours rental inquiries were dying in voicemail. Customers calling at 7pm to ask about availability rarely called back the next morning. The business was losing roughly 4-6 leads per week to this gap, each worth $300-1,200 in net new lease revenue.

What we built

Tools used

AI receptionist ($40/mo) Existing phone line Existing CRM (Pipedrive)

The result

In the first 60 days the AI receptionist captured leads worth roughly $4,200 in net new lease revenue that would otherwise have died in voicemail. The math wasn't even close — $80 in tool cost recovered $4,200 in revenue.

"Set up the AI receptionist they recommended for $40/month. After-hours rental inquiries used to die in voicemail. Now they get a text within a minute booking a callback time. Recovered about $4,200 in net new lease revenue in the first 60 days from leads we used to lose. The math wasn't even close."
— General Manager, Reliable Appliance Leasing LLC

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