Most of what gets sold as AI is a text box wired to a knowledge base. We build those too — grounded, cited, red-teamed — but that’s the entry ticket. The work worth doing is systems that triage, brief, review and run operations while you sleep.
Production systems, not demos
AI that ships and holds up in production — not a proof-of-concept that stalls. We’ll tell you the smallest thing worth building first.
AI features added to an existing product without destabilising it — integrated into your codebase, your data, your release process.
Grounded, cited, safety-tested systems for high-trust environments — like the AI we built inside one of New Zealand’s largest health networks.
An embedded AI partner behind your brand when the work needs capability you don’t have in-house. More on partnering →
From work that shipped
AI development, answered
Production AI systems — AI agents that do real work, LLM and generative-AI integrations, retrieval-grounded (RAG) assistants, voice AI, and the governance and responsible-deployment layer around them. Not chatbot widgets bolted onto a website.
Production AI systems — AI agents that do real work, LLM and generative-AI integrations, retrieval-grounded (RAG) assistants, voice AI, and the governance and responsible-deployment layer around them. Not chatbot widgets bolted onto a website.
Both. We build for startups and SMEs who want AI that actually ships, for SaaS and product teams adding AI to an existing product, for government and public-sector projects, and as an embedded AI partner inside other agencies. The engineering discipline is the same at every scale.
Both. We build for startups and SMEs who want AI that actually ships, for SaaS and product teams adding AI to an existing product, for government and public-sector projects, and as an embedded AI partner inside other agencies. The engineering discipline is the same at every scale.
Wellington, Aotearoa New Zealand — in your timezone, reachable in your working day, no offshore handoff.
Wellington, Aotearoa New Zealand — in your timezone, reachable in your working day, no offshore handoff.
We red-team what we build before anyone else can. Ask Pinnacle, an assistant we built inside one of New Zealand's largest health networks, faced 80-plus attack and safety scenarios before a single patient touched it. Grounded answers, cited sources, and honest 'I don't know' over confident guesses.
We red-team what we build before anyone else can. Ask Pinnacle, an assistant we built inside one of New Zealand's largest health networks, faced 80-plus attack and safety scenarios before a single patient touched it. Grounded answers, cited sources, and honest 'I don't know' over confident guesses.
Yes. We build grounded, cited, safety-tested systems for high-trust environments — the kind you're audited against. We work to the standards the New Zealand Public Service AI Framework and the Government's Responsible AI guidance set out, and we've delivered inside one of the country's largest health networks alongside public-sector organisations.
Yes. We build grounded, cited, safety-tested systems for high-trust environments — the kind you're audited against. We work to the standards the New Zealand Public Service AI Framework and the Government's Responsible AI guidance set out, and we've delivered inside one of the country's largest health networks alongside public-sector organisations.
A chatbot answers questions. An agent does work — it takes a goal, plans the steps, uses tools, and carries a task to completion with a human in the loop where it matters. Most of the value in AI right now is in agents, not chat windows.
A chatbot answers questions. An agent does work — it takes a goal, plans the steps, uses tools, and carries a task to completion with a human in the loop where it matters. Most of the value in AI right now is in agents, not chat windows.
Tell us what you're trying to do