
Seamline Studio
An internal tool for preparing our apparel brand’s designs on patterns and viewing them in 3D. In development and not for sale.
We tie AI to a measurable business step and automate repetitive work.
Not every process needs AI; sometimes a well-built rule engine is cheaper and more reliable. We pick the right tool first and, if we use a model, design how its output is checked and where a person approves it.
What we often find
Our approach
Classification, summarising and information extraction.
Event-driven, queue-based processes.
Running models in background workers.
Pulling fields from invoices, forms and contracts.
Assistants that cite sources from documents the user may access.
Testing model changes with evaluation sets.
Sending incoming messages to the right team.
Producing drafts for editor approval.
Automatically preparing product visuals.
Classifying requests and offering agents a draft reply.

An internal tool for preparing our apparel brand’s designs on patterns and viewing them in 3D. In development and not for sale.
We choose the provider and contract accordingly, and consider self-hosted models for sensitive data.
We agree an accuracy target and measure it through trials. We do not promise numbers in advance.