We've worked with enough operators in Napier-Hastings to know that the brief that arrives in our inbox is rarely the brief that ends up shipped. The first thing we do on any AI photo tagging project is sit with your team for a day before we propose anything.
Hawke's Bay · Applied AI
For Napier-Hastings operators who want a working pilot in weeks, not a year-long programme.
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
Without Kiwi Dynamics
With Kiwi Dynamics
Hawke's Bay
Why Napier-Hastings businesses are a fit for this.
- Hawke's Bay runs on horticulture, wine, and tourism – three industries with sharp seasonal peaks AI can flatten.
- From orchard ops to cellar door bookings, AI helps Hawke's Bay businesses staff right, forecast right, and chase fewer no-shows.
We work with teams across Napier-Hastings: Napier CBD · Ahuriri · Taradale · Hastings · Havelock North · Flaxmere.
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How we build AI photo tagging for a Napier-Hastings team.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for your Napier-Hastings business, so value lands before the build is finished. AI vision + tagging.
Talk to usThe outcome for Napier-Hastings teams
The shape of the result for Napier-Hastings teams: Photo admin time cut from hours per week to minutes. Built on Claude Vision, hardened with the rest of the stack as it scales.
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
How long does AI photo tagging take to ship for Napier-Hastings businesses?
We aim for a working pilot inside 4-6 weeks – narrow scope, real Napier-Hastings businesses data, measurable outcome. From there it's another 6-8 weeks of hardening before you'd consider it production. Full rollouts (multiple sites, multiple teams) typically land in 3-4 months.
Are there hidden costs we should plan for?
Three to know about: model/API spend (which we set up under your own account, not ours, so you see and control it), any new SaaS subscriptions we recommend, and your team's time during rollout. We surface all three in the quote so there are no surprises.
Anyone else in this space using AI photo tagging?
Plenty. Photo admin time cut from hours per week to minutes. 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.
Who owns the code and the model setup?
You do, on delivery. We deploy AI photo tagging into your own cloud account where possible, with the model setup, prompts, evals and integration code all checked into a repo you own. Claude Vision sits in your account too – we don't operate it from ours.
Skip the pitch.
Tell us the workflow and we'll come back with what we'd build first.
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.