Skip to content

Style

Style helps your assistant give advice based on what you actually own.

What Style Remembers

  • saved closet items
  • item details, fit notes, and where those details came from
  • patterns your assistant has noticed, clearly separated from preferences you confirmed
  • photos of saved items
  • an optional clothing budget

Your assistant makes the final style recommendation. Fluent supplies the closet information behind it.

Closet Questions

Start with:

text
fluent_get_context(domain="style", intent="closet")

Your assistant can look up a specific item or photo when it needs more detail.

Purchase Questions

For a grounded candidate, use:

text
fluent_get_context(domain="style", intent="purchase", candidate=..., amount=...)

Your assistant should inspect the available images, compare the candidate with items you own, and be honest when your closet information is incomplete.

Your assistant considers the budget alongside fit, usefulness, and what you already own.

Saving Changes

After you explicitly approve a change, Fluent can:

  • create a new Style item from a user-confirmed draft
  • patch details on an existing item
  • update an item from details or an image your assistant inspected
  • save or replace an item photo
  • archive an item that is no longer owned
  • set a clothing budget or record spending against it

Your assistant should check the saved item before saying the change worked.

Closet Manager

Compatible AI apps can show a visual Closet Manager for your saved items. Purchase advice comes from the conversation with your assistant.

What To Keep In Mind

  • Treat patterns in the closet as useful signals and label them as inference until confirmed.
  • Ground product details, prices, and closet comparisons in available evidence.
  • Keep internal identifiers and storage details out of ordinary answers.
  • Leave the final purchase action with the user.

Start Here

Managed Fluent is free during early access · open-source runtime available