‹ The Signify Journal AI Models

Custom models vs off-the-shelf AI

Generic AI does not know your products, customers or patterns. When it pays to train a model on your own data.

Signify Team1 Oct 2026 · 5 min read
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Photo: Daria Pimkina / Unsplash

Off-the-shelf AI is a good start for general tasks. It falls short when the answer depends on knowledge only your business has.

When a custom model pays off

  • Your documents, products or terminology are specialised.
  • Accuracy matters more than speed of setup.
  • You need predictions from your own history, such as demand or churn.

What training involves

We prepare and label your data, fine-tune a model, test it against real cases, and monitor it once it is live. Your data stays yours throughout.

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