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Analyze A Purchase In Style

Use this workflow to judge a possible purchase against what you already own.

1. Share Reliable Item Details

Provide:

  • a product image or listing your assistant can inspect
  • the item name and category
  • a verified price when budget context matters

Use a verified price when comparing the item with your budget.

2. Ask The Question

Ask:

"Should I buy this, given what I already own?"

Your assistant should compare the item with the most relevant parts of your closet and use your clothing budget if you have set one.

3. Let Your Assistant Judge

Your assistant makes the style judgment. A good answer:

  • names actual owned comparators
  • distinguishes substitutes from adjacent context
  • says when your saved closet is incomplete
  • identifies what the candidate adds or duplicates
  • treats budget as a fact rather than an automatic veto
  • states uncertainty when candidate or closet media is thin

4. Save Only After A Real Outcome

A closet item is created after you confirm a real purchase.

If you buy it, your assistant can draft a new closet item from the details and images available, ask you to confirm it, save it after approval, and check that it worked.

If an owned item is sold, returned, donated, gifted, worn out, duplicated, or otherwise gone, archive it with the matching disposition.

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