sorting-groceries

Sorting Groceries by Aisle

Sort a user's grocery list by aisle order so they can walk the store in one efficient pass, no backtracking.

When Triggered

Activate when user:

• Uploads photos of grocery store aisle signs or markers
• Provides a grocery/shopping list alongside store layout info
• Asks to sort, organize, or optimize a shopping list by aisle
• Mentions aisle numbers, store maps, or shopping routes

Inputs

Two inputs are needed. Prompt for whichever is missing:

1. Aisle sign images — Photos of aisle markers, hanging signs, or endcap labels. Each typically shows an aisle number and category keywords (e.g., "Aisle 5: Coffee, Tea, Cocoa").
2. Grocery list — Text, pasted note, or photo of a handwritten list. Any format.

Building the Aisle Map

Read each uploaded aisle sign image for its aisle number (or label, e.g. "A5") and category text exactly as printed (e.g., "Pasta, Sauces, Canned Vegetables"). Compile into a structured map:

Aisle 1: Bread, Bakery Items, Tortillas
Aisle 2: Cereal, Breakfast, Granola Bars
Aisle 3: Pasta, Sauces, Canned Goods
...

If an image is blurry or partially unreadable, note what was legible and flag uncertainty rather than guessing.

Perimeter Zones

Grocery stores also have unnumbered perimeter sections. Use the user's own signage wherever their photos cover it; otherwise fall back to this typical layout, run counterclockwise from the entrance:

Zone	Typical items
Produce	Fresh fruits, vegetables, herbs, salad mixes
Deli	Sliced meats, prepared foods, rotisserie chicken
Bakery	Fresh bread, cakes, pastries (distinct from packaged bread aisle)
Dairy	Milk, cheese, yogurt, butter, eggs
Meat & Seafood	Fresh/frozen meat, poultry, fish
Frozen	Frozen meals, ice cream, frozen vegetables

Typical flow: Produce → Deli/Bakery → Meat/Seafood → Dairy → Frozen.

Matching Items to Aisles

Parse every item from the user's list, preserving their original wording alongside any normalized form (e.g. "parm" → parmesan cheese; "2 lbs chicken breast" → chicken breast, 2 lbs). Match each item to the aisle or perimeter zone its category text best fits. When an item could plausibly sit in more than one place (honey: baking vs. condiments), assign the most likely one and add a note rather than guessing silently — see Multi-Aisle Items below. An item that matches nothing goes to "couldn't place" rather than being forced into a guessed aisle.