Plumbing businesses-grade AI photo tagging, shipped by people who've done it before.

Our goal is to give plumbing businesses a three-day weekend, so people can spend more time with their families and the people they love :)

Every plumbing business business we've worked with has a different definition of "broken". AI photo tagging only earns its keep when it solves the specific definition you'd give it on a bad day - which is why our first call is mostly listening.

What AI photo tagging actually does

Job-site photos, property listings, product shots, before/afters - auto-tagged, captioned, and filed in seconds. Search your photo library like it's a database.

  • 01 Auto-tag with content, room, defect, or product type
  • 02 Generates listing captions and alt text for SEO
  • 03 Detects safety hazards in site photos
  • 04 Filing into your DAM, project tool, or Drive

Built on: Claude Vision Replicate Cloudinary Vercel

What you actually get

Every engagement is scoped and quoted up front. This is what is in the box.

How AI photo tagging compares

The two things most businesses do instead, and where each one runs out.

 Hiring for itAn off-the-shelf toolKiwi Dynamics
Fit to how you workFits perfectly, costs a salaryYou bend your process to suit the toolBuilt around the workflow you already run
Time to something usefulImmediate, and permanentQuick to switch on, slow to make fitA working slice in weeks, then hardened
Who owns the dataYou doThe vendor, on the vendor's termsYou do, in your own accounts
When it breaksThat person sorts it, if they are inA support queue and a ticket numberThe people who built it
What it costsA salary, every year, foreverPer seat, forever, used or notScoped and quoted up front

The two or three things that decide whether this works for plumbing businesses.

  • Plumbers lose jobs to whoever answers the phone first, and most calls come in while they're already under a sink.
  • Missed calls, slow quotes, and unchased invoices are the three leaks that cost plumbing businesses the most money.
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How we build AI photo tagging for plumbing businesses.

We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for a plumbing business business, so value lands before the build is finished. AI vision + tagging.

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How the work runs

The outcome for plumbing businesses

Photo admin time cut from hours per week to minutes. For plumbing businesses, that almost always shows up as fewer interruptions and a calmer week, not a dashboard chart.

Not your typical AI agency.

Honest about what AI can and cannot do

Ships the one workflow that pays for itself

Hours given back, never the size of the invoice

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*Every engagement is scoped and quoted up front. Results vary by workflow and business.

How much is not automating costing you?

Nine hours a week of admin is 468 hours a year. With Kiwi Dynamics, that drops to about 52.

Try the calculator

*Based on 9 hours a week of admin at Kiwi Dynamics' typical 80% automation rate. Your number may vary, the calculator uses your own.

FAQ

How quickly can we see something running?

Week three for a clickable internal demo against real data. Week six for a slice your team can actually use. We hold ourselves to those numbers because they're what stops a project drifting into "endless discovery".

What's the smallest engagement you'd take on?

A two-week paid discovery for plumbing businesses that aren't sure whether the build is worth doing at all. You get a one-page write-up of what we'd build, what we'd skip, and what it would cost. About 30% of those discoveries end with us recommending you don't proceed.

Do you have proof this works for plumbing businesses?

Direct case study: Photo admin time cut from hours per week to minutes. Happy to walk you through full numbers on a call.

What tools do you build AI photo tagging on?

For AI photo tagging we usually reach for Claude Vision, Replicate, Cloudinary, Vercel. We're tool-agnostic at heart - we pick what your plumbing business team can actually run after we hand the build over, not what looks good on a vendor sticker.

One reply, one direction.

We don't run sequences or follow-up automation. One useful answer, one decision on your side.

Talk to us about this

Tell us what you're trying to do and we'll reply with how we'd build it - no obligation.