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Task 3: Shopping List AI - Remember Common Items and Disambiguate #59

@akisma

Description

@akisma

Priority: P1 - High
Estimate: 6 days
Dependencies: #57

Product Acceptance Criteria (Customer Value)

User Story: As a chef, I want the app to remember commonly added items and offer clarification when there are ambiguous matches, so that I can quickly add the right products using speech.

Acceptance Scenarios:

  • Save New Items:
    Given a new item added by speech,
    When the item does not exist in the database,
    Then the system saves it as a common item for future use.
  • Disambiguation Dialogue:
    Given multiple matches for an item name,
    When I add an item by speech,
    Then the system asks for clarification (e.g., "whole milk or skim milk?") and confirms my choice verbally and visually.

Technical Implementation Checklist (Developer Tasks)

Description:
Enhance shopping list AI to remember new/common items and prompt users for clarification when item names are ambiguous.

Technical Acceptance Criteria:

  • Database logic to store new/common items
  • Speech-to-text with clarification prompts
  • Verbal and on-screen confirmation of selections
  • Error and edge-case handling
  • Security: restrict item management to authorized users
  • Full test coverage

Phase: 3 - Shopping List AI Improvements (6d)
Epic: Shopping List AI

Definition of Done:

  • Product acceptance scenarios validated
  • All technical acceptance criteria completed
  • Unit tests written and passing
  • Integration tests written and passing
  • Code reviewed and approved
  • Documentation updated
  • Deployed to staging and tested
  • Performance benchmarks met
  • Security review completed

Additional Notes:
Our mission: create a set of features to help chefs stay in the kitchen and not have to go to a computer to do their job.
This will be designed MOBILE FIRST! Two apps: chef mobile interface and CostFX manager laptop interface.

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