AI that gives database architects their time back, not another dashboard.
Every database architects team we've worked with has a different definition of "broken".
How much is the admin really costing you?
Nine hours a week of admin is 468 hours a year. That could drop to about 52.*
*Illustrative, based on 9 hours a week of admin at a typical 80% automation rate. The calculator uses your own numbers.
0.66% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026).
An AI agency, minus the theatre.
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
What changes for Database Architects 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. 0.66% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) Kiwi Dynamics
By the numbers
Canada's overall AI usage sits at 4.37x its expected level, with Singapore leading at 5.53x.
Adoption is already well ahead of the curve, and the edge goes to whoever turns it into a concrete workflow first.
Small crew or big organisation, the busywork is the same :)
The questions a public sector buyer asks, answered up front: privacy impact, the NZISM, where the data lives and how an algorithm is held to account.
*Illustrative example based on nine hours a week of admin. Actual results vary by workflow and business.
What changes for database architects week to week
Database Architects sits within Computer & Software, one of the sectors we build production AI for.
- Draft, review and refactor code
- Turn tickets into tested changes
- Document systems and write runbooks
- Triage logs and incidents
Good questions, answered
Has this actually shipped for a real database architects team?
Yes. 0.66% of all Claude.ai conversations map to this kind of work (Anthropic Economic Index, March 2026) We'll share comparable engagements on the call.
Can you work with our existing systems?
Yes. The default AI stack we reach for is Draft, review and refactor code, Turn tickets into tested changes, Document systems and write runbooks, Triage logs and incidents, but we'll bend it around whatever you already run - Xero, HubSpot, Shopify, Cin7, your own in-house apps. The discovery week maps every data source before any build starts.
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.
Does it keep up with KiwiSaver changes?
It has to. The minimum employer contribution rose to 3.5 per cent on 1 April 2026 and rises to 4 per cent on 1 April 2028.
Can it keep track of ACC levies?
Yes. ACC work levies are set by the classification unit your work falls under, and self-employed people are invoiced after filing their tax return.
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