AI integration

AI that does actual work.

Document processing, agents and copilots wired into your real workflows — scoped to one task, proven on your data, shipped on a fixed quote.

info@haybreaker.com
Not demosNo hypeSenior-led24 Hr Response
OpenAIAnthropicLLM APIsPythonDocument pipelines
The problem

Everyone has a ChatGPT subscription. Nobody has a system.

Your team pastes invoices, emails and PDFs into an AI chat, copies the answer back out, and hopes. Lunch breaks are spent in pilot purgatory — a demo here, a proof of concept there, and nothing connected to the systems where the work actually happens.

The gap was never the models. They are excellent. The gap is engineering: routing documents, validating output, handling the edge cases, and knowing when a human has to stay in the loop. That is exactly the job we show up for.

What we build

Boring, in the best way.

Document processing

Invoices, forms, certificates and correspondence read automatically — extracted, validated and filed into your real systems.

Agents

Software that makes decisions across steps: routing, triaging, drafting and escalating — with an audit trail you can actually audit.

Copilots

Guided assistance inside your own tools — drafting quotes or reports from your data, with a human approving every output.

Workflow automation

The email-drives-everything shuffle replaced by defined, instrumented pipelines that touch your existing stack.

Data extraction at scale

Structured data plucked from unstructured mess — hand-written notes, scanned PDFs, mixed formats.

Cost & accuracy tuning

Model selection, prompting and caching tuned to cost per document — because accuracy at any price is not a business model.

How we scope it

One task. Your data. Proof before scale.

We start with one specific, measurable task — reading a document, processing an inbox, drafting a quote — and prove it on your real data with accuracy and cost-per-unit tracked from day one. Only when the numbers beat the manual process do we talk about scale.

If what you actually have is a manual typing problem, the honest advice may cost less than you think — see data entry automation before you pay for intelligence. And if the AI question is really “what would it take to build the underlying app properly”, custom software development is the better page for you. Either way, the call decides in 45 minutes.

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