AI for business

AI for business — without the hype.

There is AI that ships, and AI that demos. We build the first kind: document processing, workflow automation and agents that pay for themselves in staff hours.

info@haybreaker.com
No hypeScoped to one task2–4 Wk DeliveryFixed quotes
Document processingAutomationAgentsLLM APIs
The reality

AI is not magic. It's a very good clerk.

The models are genuinely exceptional at one family of things: reading text, images and documents with human-level comprehension, and producing competent drafts. That happens to match, almost exactly, the most repetitive work in most Australian businesses — re-keying what a request says into another system.

The same capabilities are terrible at open-ended autonomy. Let a model “just handle the inbox” without rules, review and audit trails and you get confident, expensive mistakes. The businesses winning with AI are not the ones with the biggest robot — they are the ones who scoped the narrowest, most measurable task first.

Where it pays

Three tiers. Only the first two are on the table.

Tier 1

Quick wins

Document processing, data extraction, form reading. Measurable accuracy, defined cost per item, ship in weeks. This is where almost all the money is.

Tier 2

Structural work

Agents and copilots embedded in your core workflow — triage, drafting, routing — with human approval and an audit trail at every decision.

Tier 3

Hold off

Full autonomy, open-ended chatbots, replacing judgement. Capable on a demo, dangerous in production. We will talk you out of it.

How we scope

One task. Your data. Prove it before you pay.

The 45-minute call ends with one question: which single task, if it stopped costing you effort, would matter most? Then we prove it on your real documents — accuracy and cost per item reported plainly from day one. Fixed quote in writing within 48 hours, shipped in two to four weeks.

Go deeper on the two things that usually win: AI document processing for reading everything your staff re-key, and AI agents with a paper trail for the decisions. If typing is the real problem, data entry automation is the cheaper fix. The full build capability lives on our AI integration services page.

FAQ

Answered before you ask.

Tell us what you are building.

First call is 45 minutes and genuinely useful, even if we do not work together.

info@haybreaker.com