There is a version of AI document processing that HVAC companies buy off a shelf and quietly stop using inside a month. Then there's the version that's wired into your real workflow, owned by a person on your team, and still in use a year later. We only build the second one.
HVAC companies · Applied AI
The version of AI document processing that HVAC companies still use a year after launch.
What AI document processing actually does
Scanned invoices, signed contracts, handwritten timesheets, PDF specs – extracted into clean data and routed where they belong. No more typing what someone already wrote.
- 01 Vision models read scans, photos, and handwriting
- 02 Pushes structured data into Xero, your CRM, or sheets
- 03 Confidence flags route low-certainty docs to a human
- 04 Handles te reo, bilingual forms, and old NZ templates
Built on: Claude Vision AWS Textract Mistral OCR Vercel
Without Kiwi Dynamics
With Kiwi Dynamics
The HVAC companies reality
What we keep hearing from NZ HVAC companies.
- Heating and cooling businesses run on seasonal call volume that spikes exactly when the team is already stretched.
- Scheduling, callout triage, and maintenance reminders are what separate a booked-out HVAC business from a quiet one.
How we build AI document processing for HVAC companies.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for a HVAC company business, so value lands before the build is finished. AI for paperwork.
Talk to usThe outcome for HVAC companies
What changes for HVAC companies after this lands: the work that used to need a person stays done, the work that needs a person gets done with their attention undivided. Cuts data-entry labour by 80% on invoices, POs, and timesheets.
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
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
Questions
FAQ
When does AI document processing actually pay back?
Inside the first quarter, in our experience. We pick the first slice specifically because it's the highest-leverage workflow for a HVAC company – so the savings start landing before the rest of the build is finished.
How do you price AI document processing engagements?
Fixed-scope pilots first, then either project pricing or a small monthly retainer for the ongoing work. No long lock-ins, no 18-month black-box deals. Most HVAC companies are surprised how small the first cheque is.
Anyone else in this space using AI document processing?
Plenty. Cuts data-entry labour by 80% on invoices, POs, and timesheets. The interesting question is rarely "does it work" – it's "is your team ready to use the output." That's what we'd scope on the call.
Will this run on our own infrastructure?
Yes, where it makes sense. AI document processing can sit entirely in your cloud account, with model calls routed through endpoints you control. We default to Claude Vision, AWS Textract, Mistral OCR, Vercel but the architecture supports your existing platform choices.
The honest version of a sales call.
No deck. No discovery doc. Just whether this is worth building and what it would cost.
Get in touch
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.