We build mobile, web & LLMs that don't spill.

What we build

Everything from first sketch to production

Four disciplines, one small team that has shipped at scale - mobile, web, LLMs & data, and the QA that holds it all together.

Mobile apps
React Native and native Android - apps that feel at home on every device.
Web platforms
Next.js, React, and CMS-backed sites - from marketing pages to ops tools.
LLM applications
RAG, knowledge bases, and chatbots on locally-hosted LLMs - grounded in your data, not vibes.
Data & ML pipelines
ETL, data engineering, and computer vision - data that flows from source to model, reliably.
Design → deploy
Your design pack, shipped and monitored - plus training when your team wants a boost.
QA that actually QAs
Test coverage and attention to detail are our bread and butter - what ships stays solid.
Vibes & coding
We play around - spikes, prototypes, the odd wild idea - then ship like we mean it.
Why us

Good energy,
serious delivery.

Small enough to be fully hands-on, senior enough to have seen it all. We prototype like tinkerers and ship like operators.

  • 14+ years across mobile and web
  • Google-certified Android · MSc Applied Data Science
  • LLM, RAG & data pipelines - locally-hosted models, no frontier API required
  • Auckland-based, global-ready - near or far

“Coding is akin to building - standardised, straightforward. It's building the right thing that's tricky.”

Years shipping
14+
Years shipping
Flagship products
9
Flagship products
Specialists
3
Specialists
Process

How we work

From first sketch to models in production - and everything after launch.

  1. Discover & design
    Product thinking, UX, branding, and prototypes - we shape the idea before a line of code.
  2. Build
    Full-stack mobile, web, and APIs - React Native, Next.js, and backends that match your brand.
  3. QA & launch
    Rigorous test coverage, release management, and monitoring so what ships stays solid.
  4. LLMs & data
    LLM apps, RAG, and data pipelines - grounded answers, real evals, and models that stay put.
  5. Care & evolve
    Maintenance, performance tuning, and iteration - your product keeps improving after launch.

*while downing gratuitous amounts of caffeine

LLMs & data

LLMs that know your business

From your first document to a grounded, evaluated answer - the pipeline is the product, and we build all of it.

The RAG pipeline, end to end

  1. Ingest

    Your documents, tickets, and data land in one place.

  2. Chunk

    Split into passages a model can actually reason over.

  3. Embed

    Turn text into vectors for semantic search.

  4. Retrieve

    Pull the few passages that matter for each question.

  5. Generate

    A locally-hosted LLM drafts the answer, grounded.

  6. Evaluate

    Scored, guarded, and re-tuned - not set and forgotten.

  • RAG systems

    Retrieval-augmented generation - answers grounded in your documents, with citations and no confabulation.

  • Enterprise knowledge bases

    Search and chat over manuals, tickets, and wikis - institutional memory that stays current.

  • LLM-powered apps

    Chatbots, copilots, and internal tools - scoped, tested, and shipped to the people who need them.

  • Data & ML pipelines

    ETL, data engineering, and computer vision - data that flows from source to model, reliably.

  • Evals & guardrails

    Evals, prompt-injection hardening, and monitoring - quality you can defend, not vibes.

  • Local LLM hosting

    Open-weights models on your own infrastructure - your data never leaves the building.

Our default: your own model

No frontier model required. We self-host open-weights LLMs as our daily driver across projects - data that stays on your infrastructure, and costs that stay flat.

Why we self-host
Shipped with care

Work we're proud of

Products we've helped ship - mobile, web, and LLMs for teams in Aotearoa and abroad.

Hands-on experience with

  • DDRE Global
  • Z Energy
  • Watercare
  • MOH
  • Rova
  • Vodafone
  • Sky
  • Caltex
  • Platform + LLMs

    DDRE Global

    Luxury real estate platform - design, development, ongoing delivery, and self-hosted local LLMs (London).

  • Mobile

    NZ COVID Tracer

    Planned and helped deliver Aotearoa's contact tracing app for the Ministry of Health.

  • Mobile

    Z Energy

    Z app, Z Rewards programme, and the barista tablet companion - loyalty and pay-in-app.

  • Platform

    Watercare NZ

    Launched the new public website and site builder for Auckland's water services.

  • Mobile

    Caltex

    Pay-in-app and Pumped programme - fuel retail in your pocket.

  • Mobile

    Rova

    Media app with personalisation, push, and native audio/video on React Native & Expo.

  • Mobile

    My Vodafone

    Rewrote the native app in React Native and shipped Mates Prepay from spec.

  • Mobile

    Sky Go Companion

    Rewrote the companion app in React Native - fewer crashes, happier viewers.

  • ML

    LOMA Price Insights

    Computer vision and ML pipelines for retail price intelligence - pilots shipped.

No frontier model required - we self-host local LLMs as our daily driver across projects. Why? Read the reasoning →

Kyocera, NHS COVID webpages, and more - happy to share details over a flat white ☕

The team

The people behind the pour

Three specialists, one shared standard: ship the right thing, well.

Kevin

Kevin

Full-stack engineering

Full-stack engineer with 14+ years across mobile, web, and LLMs - Google-certified Android alum and University of Michigan Master of Applied Data Science graduate. Shipped NZ COVID Tracer, Z, Watercare, Rova, and more.

Cristine

Cristine

Quality assurance

With over 14 years experience in Software Quality Assurance, and 3 years as a software developer, Cristine is a QA powerhouse. Attention to detail and ensuring good test coverage are her bread and butter.

Maricris

Maricris

Operations

Handles all the admin and bookkeeping. A true wine connoisseur who enjoys travelling and dining.

Ready to spill the beans?

Tell us what you're building - we'll tell you how we'd build it.

hello@coffeedrivendevelopment.co.nz

We reply faster than a pour-over.

Good vibes since Android Cupcake (2009)