I tried using ChatGPT for meal prep. It looked great… until I started cooking.

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TLDR:


I tried using ChatGPT for meal prep. The plans looked great, but the quantities were off, the shopping lists didn’t match the recipes, and I had to re-work the prompt and re-explain my preferences every time. So I built . AI suggests the recipes, and regular code handles the quantities, shopping lists and preferences so they stay consistent. Would love your feedback if you give it a try

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I know we're living in an era where everybody seems to be building apps. But I've been a software developer long before AI coding tools became a thing.

And one thing developers tend to do is build tools to make repetitive tasks easier. The problem is that when you already have a full-time job, you don't always have the time (or motivation) to build the tools you'd like to have for yourself.

How it all started

I started meal prepping a few months ago, thanks to my girlfriend, who introduced me to it. At first, I was skeptical. But once I got used to sitting down for lunch with everything already prepared, I realised how nice it was not to have to think about preparing or ordering food every single day. No more wondering what to eat tonight, checking whether I had all the ingredients, figuring out when to go shopping, or deciding whether to order food again. It was surprisingly liberating to have one less thing to think about.

I started looking at books and websites for meal plans, but they all had the same problem: the menus were already decided for me. They often included ingredients I didn't like, and I couldn't easily adjust recipes, quantities, or portions to match my preferences. It was not easy to prepare something I wanted to eat every day.

We're in the AI era, so why not just use prompts?

My first thought was: easy! I'll write a good prompt, give it to ChatGPT, Claude or another AI, and ask it to create a weekly meal plan. And honestly, the results looked amazing at first. Until I actually went into the kitchen and tried to follow one.

I'm not going to lie: it kind of worked. But there were some problems. Quantities could be wildly inaccurate, shopping lists didn't always match the recipes, and sometimes the suggested meals simply didn't make sense.

Every time I wanted to make a change, I had to go back to the prompt and explain my preferences all over again.

And when it comes to food allergies, I didn't feel comfortable relying on a generated answer without being able to properly check everything.

AI was a promising starting point, but it wasn't quite the solution I needed.

Why not build a proper app instead of another AI wrapper?

Remember, I'm a developer.

So I thought: why not build something that combines the flexibility of AI with the reliability of actual software? AI is great at generating ideas and suggesting recipes. But software is much better at handling certain things consistently: calculating quantities, checking shopping lists against recipes, organising cooking steps, remembering preferences and making sure changes are properly reflected throughout the plan.

That's how came to life.

I use it every week for my own meal prep, and whenever I can, I keep improving it. Eventually, I decided to make it available to anyone who might be facing the same problem — or simply wants to organise their meals for the week without spending hours planning everything.

I'd love to hear your feedback

If you have a few minutes, I'd really appreciate it if you gave Bocalito a try.

I'm particularly interested in hearing:

  • Does the meal-planning process make sense?

  • Are the menus and recipes actually useful in real life?

  • What's missing that would make you want to use it every week?

And if you know someone who does meal prep, feel free to send it their way! I'm building this for a problem I personally have, but I'd love to make it useful for other people too.

Give it a try:

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Jesus brother can we get a TLDR?

 Sure! That's a fair point 😅

TL;DR:

AI meal plans look great until you cook them (wrong quantities, shopping lists that don’t match). I built Bocalito to fix that: AI for ideas, real code for the maths. Feedback welcome!

Hope it's easier to read ;)

lol definitely. What would you say is the reason this happens? Aren’t agents using recipes directly from the internet? How is your solution different?

 

From my experience, they tend to reply from their own knowledge base, not actually looking for recipes and analysing them. The complex part is not listing recipes; it's when you ask them to build a plan to make a single cooking session of 2 hours mixing these recipes. This "session" doesn't already exist anywhere; they have to create it. And that's when they start hallucinating.

From my experience, you end up buying too much or not enough of an ingredient, making a dish supposedly for 2 people but you end up hungry, or eating 3 times the same dish.

Also, sometimes they tell you to put something in the oven at 300 degrees, and another thing at 400, both at the same time so... the execution is just a mess!

I do several checks: I build the ingredients list, I check the logic of the plan, I do a nutritional check to see if the portion size is ok (or adapt it) I see that the tools are not used for many tasks at the same time, and that you don't need to do two tasks at the same time yourself. I check disliked ingredients, allergies (even tho it can't be 100% reliable of course)...

Basically, I use the code to make them doable. If it fails, it retries the plan until it makes sense.

And of course, I give it an interface.

So AI for the creativity, and code for the reliability

not gonna lie brother I didn’t read all of that but I got the message. This actually sounds helpful especially when asking AI to make dough recipes. I try to make bao buns or pizza dough and the measurements are always off