Real conversations, not a script

Here's what people actually say to it.

No commands to memorize. These are real messages from real kitchens, typos and all.

Not cherry-picked lines: full stories.

Everything below the fold is a phrase that works. These four are something stricter: entire households' weeks, tested turn by turn against the real database, not just the reply text, but what actually got written. Quoted lines are the exact, real response; unquoted lines describe what happens without pinning down AI wording that varies phrase to phrase.

The weekly loop

An ordinary week: shop, add, look things up, cook, save a leftover, ask what's left. The cycle most households actually repeat.
"bought milk eggs and bread"
Got it — added milk, eggs and bread to your kitchen.
"what can I make tonight"
Suggests a real dish using exactly what's on hand, not a generic recipe.
"add bread to the shopping list again"already listed
Those are already covered — nothing new to add.
12 messages tested · typed & voice · zero garbage writes

Hosting tonight

Planning a menu for a headcount, checking what's missing, then figuring out the day-after leftovers.
"do we have wine"
No — wine isn't in your kitchen. Want me to add it to your shopping list?
"add wine and cheese to the shopping list"
Added wine and cheese. Your shopping list now has 2 items.
"umm what should i serve for like six people"voice
Answers using what's actually in the kitchen, same grounded-in-real-inventory answer, filler word and all.
10 messages tested · typed & voice

Serious about baking

Tracking specialty ingredients and a real stand mixer, checking whether tonight's bake is actually possible.
"device: add KitchenAid mixer"
Added KitchenAid mixer to your kitchen 🍳 — I'll prefer recipes that use it.
"can I bake a cake with what's here"
Names exactly what's on hand and exactly what's still missing, not a guess.
"what can I bake tonight"
Suggests a bake that actually uses the mixer just added, plus real pantry items.
10 messages tested · typed & voice

One list, two people

Two members of the same Circle both use the shopping list through the week, adding overlapping items, occasionally stepping on each other.
Partner A: "add milk to the shopping list"
Added Milk. Your shopping list now has 1 item.
Partner B (same week): "add milk to the shopping list"deduped
Those are already covered — nothing new to add.
Partner B: "add butter to the list too"
Added Butter. Your shopping list now has 2 items.
10 messages tested · 2 real accounts, same Circle

Living on leftovers

A week eating out and cooking at home, keeping every real leftover straight, down to the exact dish, not "leftover" as a vague category.
"add leftover pizza and pasta"
Added pizza and pasta as leftovers.
"what are my leftovers"
Lists every real leftover by name, still-good or not, nothing generic.
"add french toast as leftovers from le peep"linked to the real receipt
🥡 Added Stuffed French Toast from Le Peep as a leftover.
6 messages tested · typed · linked to a real itemized receipt

Choosing between leftovers

More than one leftover in the fridge? It lists every one of them and asks which, or, said differently, blends several into one new dish.
"What can I make with what I have?"
You have 4 leftovers ready to eat — want one of these, or should I suggest something with what else you've got?

- Garlic Naan
- Yellow Dal Tadka
- Paneer Makhani
- Grilled Chicken
"make a meal with all the leftovers"voice
Blends several of the listed leftovers into one new AI-written recipe, not just a reheat-it-as-is suggestion.
2 messages tested · typed & voice · real household, 4 tracked leftovers

Saving what you cook

A recipe you liked doesn't just scroll away: 👍 it (the same thumbs-up already on every reply) and it's saved. Answer "how many people" and it quietly preps your guest planning too.
"recipe for chana masala"
Here's Chana Masala:

1. Saute onions until golden.
2. Add tomatoes, spices, and chickpeas; simmer 15 min.

Serve and enjoy!

🛒 Not in your kitchen: chickpeas, onion, tomato, cumin.
Want me to add them to your shopping list?

Did you end up cooking this?
👍no new button
Saved to Eating In 🍲
"for 4 people"
Got it — planning Chana Masala for 4. You may want to pick up: rice, pasta, bread. Saved to Eating In as a planned meal.tappable chip: Open Guest Planner (4)
3 messages tested · typed · same recipe reused, no re-typing

Grounded, not guessed

Name specific ingredients instead of a dish, and every one of them gets checked against your real kitchen first, not left to the AI's best guess at what you probably have.
"what can I make with chicken breast, bell peppers, and tortillas"
You've got chicken breast, bell peppers, but no tortillas in your kitchen yet. Since you don't have tortillas, let's try a hearty and flavorful Chicken Stir Fry instead: sliced bell peppers sautéed with marinated chicken strips, served over rice. Want the recipe?
1 message tested · typed · every named ingredient checked, none guessed

From a headcount to a plan

The number you just typed doesn't get asked again: tap the chip it hands back and Guest Planner opens already knowing how many.

Chat reply showing the Chana Masala recipe with the thumbs-up feedback button already tapped
👍 the recipe, no new button, saved on the spot.
Guest Planner modal open with the Guests field already filled in as 4
Tap the chip, Guest Planner opens already set to 4.

From a real receipt to a real leftover

The same story above, from the other side of the screen, tap what you kept, save it as a leftover, done. No new photo, no re-typing what's already on the receipt.

Eating Out card expanded, showing a real itemized restaurant receipt with 7 items, each with a checkbox
Open a receipt, every item's already there.
Two receipt items checked, a green Save 2 as leftovers button visible
Tap what you kept.
Confirmation toast reading Saved 2 as leftovers after tapping save
They're tracked, same place "what are my leftovers" looks.

Lookup

  • "do we have eggs"
  • "how many eggs do we have?"
  • "what's in my fridge?"

Add

  • "add tortillas to my fridge"
  • "add milk, eggs, bread to my fridge"
  • "bought 6 eggs"

Use & waste

  • "used eggs"
  • "I used the last of the milk"
  • "the spinach went bad"

Move between zones

  • "move eggs from fridge to pantry"
  • "put the milk in the fridge door"
  • "bananas, move it to the counter"

Zones are the shelves inside one kitchen: fridge, freezer, pantry, counter. Moving something to a different kitchen is done on the board under Manage Circle, not in chat.

Recipes

  • "what can I make with what I have?"
  • "what can I make tonight?"
  • "what can I make with chicken and rice?"

Leftovers

  • "Add leftovers Pepperoni Pizza, Beef Tacos, Pad Thai, Garlic Bread."
  • "what are my leftovers?"
  • "add french toast as leftovers from le peep"

Shopping list

  • "add basil to my shopping list"
  • "what's on my shopping list?"
  • "clear the shopping list"

Expiry & corrections

  • "what's expiring soon?"
  • "only 3 eggs left"
  • "actually I have 6 eggs not 4"
  • "the guacamole is a perishable"

We noticed the ambiguity too

Real usage finds real gaps. Here's one we found and fixed.

Real, dated, from actual usage: 2026-08-01

A household typed "add dozen eggs." Here's what happened before and after we caught it:

Before"✅ Dozen Eggs updated — now 1 piece in kitchen": a garbage item, literally named "Dozen Eggs," never actually counted as twelve.
AfterCorrectly adds 12 to your Eggs, no new item, no garbled name.
Real, dated, from actual usage: 2026-08-05

A household's receipt scan brought in prepared foods (dhokla, patra, a tea blend) that never got flagged as expiring. They tried to correct it in chat. Here's what happened before and after we caught it:

Before"Masala Tea is perisahble" (typo and all), answered with "I've noted that for context, but I can't update your inventory directly from this chat." A capability that didn't actually exist, suggested as a workaround.
After"Got it — Masala Tea is now tagged perishable and marked EXPIRING SOON." A real command, typo tolerated, no exact day guessed, just the honest urgency tier.
Real, dated, from actual usage: 2026-08-16

A household asked their kitchen directly for a leftover-based meal. Here's what happened before and after we caught it:

Before"Make me a dish with my leftovers", answered with "I don't recognize 'Make me a dish with my' as a known food item — is this something to add to your kitchen?" A parsing bug swallowed the word "leftovers" and tried to file the mangled remainder as a brand-new item.
AfterRecognizes the request immediately and offers what's actually on hand, one real leftover to eat as-is, or a new recipe blending several together.
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