IN PRODUCTION

Systems running in real businesses.

Systems running in real businesses.

We publish what we’ve built, what changed, and what the system still doesn’t do. One engagement per entry, written the way we’d describe it to another operator.

We publish what we’ve built, what changed, and what the system still doesn’t do. One engagement per entry, written the way we’d describe it to another operator.

Industry

Industry

Pavement marking and line painting

Pavement marking and line painting

Location

Location

Greater Toronto Area

Greater Toronto Area

Engagement

Engagement

Discovery, build, ongoing support

Discovery, build, ongoing support

Deployed

Deployed

July 2026

July 2026

THE PROBLEM

200 quotes a month, one at a time.

200 quotes a month, one at a time.

8-10+

8-10+

quotes every day
processed manually

Email or web form

Pricing + QuickBooks

Send estimate

Diamond Line Painting quotes over 200 jobs a month. Requests arrive by email and web form. A property manager who needs a lot restriped, a general contractor bidding a school, a landscaping company subbing out line work.

Diamond Line Painting quotes over 200 jobs a month. Requests arrive by email and web form. A property manager who needs a lot restriped, a general contractor bidding a school, a landscaping company subbing out line work.

Every one of them went to a person. Read the email, work out what’s actually being asked for, look up the pricing, build the estimate in QuickBooks, send it. Twenty to ninety minutes each, depending on the job.

Every one of them went to a person. Read the email, work out what’s actually being asked for, look up the pricing, build the estimate in QuickBooks, send it. Twenty to ninety minutes each, depending on the job.

It worked. It just didn’t scale into the season. When volume climbed, turnaround stretched from same-day to one or two days — and in a trade where the first quote in often wins, that costs work. Their own read was that they were losing somewhere between 5 and 20 percent of opportunities to slow response.

It worked. It just didn’t scale into the season. When volume climbed, turnaround stretched from same-day to one or two days — and in a trade where the first quote in often wins, that costs work. Their own read was that they were losing somewhere between 5 and 20 percent of opportunities to slow response.

The bottleneck wasn’t knowledge or capability. It was one person, typing.

The bottleneck wasn’t knowledge or capability. It was one person, typing.

WHAT WE BUILT

A system between the inbox and QuickBooks.

A system between the inbox and QuickBooks.

Nothing new for the team to learn. It sits behind the tools they already use.

Nothing new for the team to learn. It sits behind the tools they already use.

SYSTEM PREVIEW

SYSTEM PREVIEW

Diamond Line Painting automation system screenshot
Diamond Line Painting mobile system screenshot

It reads the request.

Inbound email and web form submissions are classified and read — who’s asking, what property, what work, how much of it. Requests that aren’t estimate requests are filtered out before they reach anyone.

It matches the customer.

The system checks their existing customer records. If it’s someone they’ve worked with, it pulls the history. If it isn’t, it flags a new customer for setup.

It prices the work.

Their pricing rules — the same rates, tiers, minimums and surcharges they apply by hand — are applied automatically, and a draft estimate is written directly into QuickBooks.

It hands the draft to a person.

Every estimate lands in a review queue alongside the original request. Their team approves it, edits it, or sends it back. Nothing goes to a customer without that step.

For requests with no quantities stated

The system pulls satellite imagery of the property and produces a first-pass count for the team to check. It’s a starting point, and it’s clearly labelled as one.

WHAT CHANGED

Drafts are ready within minutes of a request arriving.

Drafts are ready within minutes of a request arriving.

Days → 1-2 hours

Days → 1-2 hours

Estimate Turnaround

200+ /month

200+ /month

Estimate Requests Handled

100%

100%

Human-reviewed before send

The estimator's job shifted from building each quote from scratch to reviewing one that's already there. Nothing about how they price changed. Same rates, same rules, same person deciding what goes out the door.

Something similar in your operation?

Something similar in your operation?

Half an hour. Tell us how the work actually flows. If we see something worth building, we'll tell you what it would take. If we don't, we'll say that too.

Half an hour. Tell us how the work actually flows. If we see something worth building, we'll tell you what it would take. If we don't, we'll say that too.

Book 30 minutes

Book 30 minutes

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