Forecasts you can plan on
What will sell, what to stock, who to schedule — predicted from your own history and measured against how you plan today.
Capability / Custom Models
Custom AI models, built on the data only you have.
Years of orders, quotes, claims, and history sit in your systems doing nothing. Custom AI model development turns that data into an edge — forecasts, scores, and answers no off-the-shelf tool can match.
Buy the common stuff. Build the edge.
Most AI needs are covered by a great general model plus good setup — and when that's true, we'll tell you and save you the money. Custom models earn their keep in one case: when the answer hides in data only you have. Your sales history. Your claims. Your machines. Your decade of quotes.
That's when a custom model becomes an advantage nobody can copy. A forecast tuned to your seasons. A risk score trained on your actual losses. A reader that handles your industry's ugliest paperwork like a twenty-year veteran.
01/ What we build
What custom AI development covers.
Scores that rank the pile
Which lead is hot, which customer might leave, which claim looks risky — with the reasons attached, not just a number.
AI tuned to your field
A model taught your industry's language and your company's way of writing — when general AI isn't sharp enough.
Paperwork readers
Invoices, contracts, and forms turned into clean, checked data — even the messy scanned ones.
The machinery behind it
Pipelines that retrain the model as your business changes, so it stays sharp long after launch day.
Checks and records
Tested on held-back data it never saw, checked for fairness where decisions touch people, documented for your auditors.
02/ How it works
From "we have the data" to a model at work.
01
Check the data firstWeek 0–2
We look at what you actually have and measure the method you use today. If a custom model can't clearly beat it, we tell you now — for a small fee, not a big regret.
02
Build and testWeek 2–5
We train the model and grade it honestly on data it has never seen. You see the wins, the misses, and the compare-to-today numbers.
03
Put it to workWeek 5–7
The model plugs into the workflow that needs it — your planning sheet, your CRM, your ordering system — and gets tested at your real volumes.
04
Keep it sharpOngoing
Dashboards watch its accuracy. When your business shifts, retraining kicks in. Your team owns all of it, with clear docs.
House rule: the model beats your current method in a fair test, or it doesn't go live. No sunk-cost launches.
What we work with
Python & PyTorchClassic ML & fine-tuningYour cloud: AWS / Azure / GCPSnowflake / BigQueryFair testingAccuracy alertsRetraining pipelinesPlain-English docs
03/ Straight answers
Questions we get on the first call.
When is a custom model better than ChatGPT or Claude?
When the answer depends on patterns in your data, not general knowledge. General AI has read the internet; it has never seen your sales history or your claims. Forecasting your demand, scoring your risks, reading your forms — that's custom territory. Many builds use both: general AI for the words, a custom model for the numbers underneath.
How much data do we need?
Less than you'd think. Forecasting likes a few years of history. Scoring works with thousands of examples, not millions. Document readers can start with a few hundred samples and improve from there. The two-week data check answers this exactly, with your real tables — it exists to kill bad projects cheaply.
Who owns the model?
You do. The code, the model, the pipelines, the docs — all yours, trained on your data, running in your accounts. We keep our general methods; everything specific to your business belongs to you. It's in the contract in plain English.
What does custom AI development cost?
The two-week data check is a small fixed fee and ends in a clear yes-or-no with a price attached. Builds that get a yes usually run mid-five to low-six figures, fixed before we start — and justified by the improvement we measured in the check. No improvement, no build, small bill.
Sitting on years of data?
That's raw material. Bring it to a 30-minute call and find out what it's worth as a working model.
No theater. No black boxes. Scoped in one call.