05 · Product
Product build: computer vision development services inside your app
Computer vision development services inside your product: your model in your next release, running on the edge, retrained on production data, with release engineering and all code and IP yours. Scoped per release, priced from the scope.
Who it is for
Is this the right step for you?
- The feature is live, and accuracy or platform coverage lags what marketing promises.
- You ship on iOS and need Android, or the reverse.
- You are expanding: a new sport, a new test, a version for clinics.
What you get
Product build: the deliverables
- 01
A model retrained on production data, on the edge.
- 02
Integration into your product, by our team alone or together with your developers.
- 03
Backend, analytics and release engineering where you need them.
- 04
Accuracy and speed targets written into the scope before work starts.
- 05
Documentation of the model and the pipeline, so whoever runs it next can pick it up.
- 06
All code and IP yours.
How it works
From first message to done
- 1
Baseline: accuracy and speed measured on production data, written into the scope with the targets.
- 2
Build in sprints, as your whole engineering team or next to your developers.
- 3
Release engineering and the release itself.
- 4
Handover: documentation and a walkthrough.
Accuracy and speed targets go into the scope before work starts.
Accuracy before and after, and speed on the target device, both written into the scope and both met.
Compared with the alternative
Hiring one ML engineer takes months and makes that person a single point of failure. A general software agency has shipped text and LLM work, rarely sensors or models on a phone. We put a team on it from the first week, hand over the code, and help you hire when you are ready to own it.
Questions
What teams ask about product build
Yes. We can build and release the feature end to end, or work in your repositories with your developers.
The quality system, whether ISO 13485, IEC 62304, FDA or EU MDR, stays with you. We work to your documentation and traceability requirements.
Yes. It starts with a two-week technical research as an audit.
How we work
What you can count on
What if you disappear?
We are a team, in business for 10 years. Knowledge is transferred and engineers are rotated when needed, so nothing depends on one person.
Do you work inside our codebase?
Yes. Your repositories, your process, and a joint sprint with your engineers where that helps.
Will competitors find out?
The NDA covers the fact of the engagement. No public mention without written permission.
Next step
Book a scoping call
Book a scoping call. If the feature is live and you have the budget for a release, the call sets the baseline and the scope; the free assessment is for teams still deciding whether the feature can be measured.