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I built a pricing tool for home bakers that reads recipe photos

I built a pricing tool for home bakers that reads recipe photos

by shiyuzhu1994·Mar 22, 2026·3 points·0 comments

AI Analysis

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Finally, a costing tool that pulls live grocery prices instead of static averages.

Strengths
  • Live grocery API integration beats static ingredient databases found in competitors.
  • Photo-to-ingredient OCR removes manual data entry friction of traditional spreadsheets.
  • Explicit labor cost calculation addresses why home bakers underprice their goods.
Weaknesses
  • Niche audience limits viral potential outside the cottage food community.
  • Relies on third-party grocery APIs which may have coverage gaps.
Category
Target Audience

Home bakers, cottage food owners

Similar To

MarketMan · XtraChef · Recipe Cost Calculator

Post Description

Hi HN,

I built Butterwell after watching too many bakers sell things at a loss because pricing felt like guesswork.

The pattern I kept seeing: someone makes a great product, they pick a price based on what "feels right," and they never account for ingredient cost fluctuations or their own time. Most don't want to touch a spreadsheet.

Butterwell lets you photograph your recipe — handwritten or typed — and uses AI to detect the ingredients. It then pulls live grocery prices and calculates what you should charge, with a breakdown showing ingredient cost, labor, and margin.

The live price data was the tricky part to get right. Grocery prices shift constantly and the gap between stale data and real data meaningfully changes the recommended price.

Currently in free beta. Curious what the HN crowd thinks about the pricing model approach.

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The core product is clear and useful: snap a fridge photo, get ingredients identified and recipes prioritized by what expires first. The three-step flow and bottom navigation feel like a real MVP you could try right now, but the listing hides crucial details — accuracy of the vision model, privacy of uploaded photos, and how recipes are sourced — so it's promising but still early.

Solve My ProblemShip It
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