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SaaS ideas, mined from what people actually complain about.

Every idea comes from real Reddit posts, was researched against today's competitors, and survived an independent skeptic before it made the list.

Product Data & Search Failures

Messy, unstructured, or ungrounded product data causes inaccurate search, recommendations, and AI answers across ecommerce and retail.

In their words

we need a filter that can withstand that amount while also being able to go higher

r/shopify on Reddit

Tracking conversational visibility for thousands of items is my next major goal

r/Rankin_AI on Reddit

pulling data from multiple sources into one cleaner system, and building a more contextual layer around products beyond the usual PDP setup

r/ShopifyAppDev on Reddit

A regular 3PL just won’t work for my needs.

r/smallbusiness on Reddit

thats when we just accepted that native search isn't something you should depend on for a real store

r/shopify on Reddit

help employees find information quickly, and support AI-powered search and assistants across our business

r/Rag on Reddit

A new “For You” AI feed that still can’t surface items in your size

r/poshmark on Reddit

if I have to argue about chat GPT results one more time I think I’m just going to scream.

r/SallyBeautySupply on Reddit

He copy pasted ads from the last time he did that ad, then updated prices by hand one at a time.

r/indesign on Reddit

No one has had the appetite to sit through their 100K skus | sku descriptions and categorize them.

r/analytics on Reddit

shopify bundles seems fine when it's literally product A + product B. it's the independent variant picking that's killing me.

r/shopify_geeks on Reddit

We have premade Items/SKU’s that we try to fit each item into. Right now we have 90,000 items because of how many attributes we have.

r/Odoo on Reddit

Just let me buy it and move on.

Hacker News

I use 3.1 Flash Lite regularly to classify listings on eCommerce websites. It's great for this task - fast, cheap and accurate.

Hacker News

Ecommerce and retail teams

Where they talk

  • r/shopify
  • r/ecommerce
  • r/InstacartShoppers
  • r/EcommerceWebsite
  • r/smallbusiness
  • r/SaaS
  • r/ShopifyeCommerce
  • r/SallyBeautySupply

Tools they use today

  • Shopify
  • Claude
  • Instacart
  • Algolia
  • Gemini
  • Amazon
  • Excel
  • InDesign

Why those fall short

  • takes forever to load, looks bad, doesn't understand half of what you said
  • feed surfaces wrong sizes and fast-fashion resellers bury real listings
  • machine cannot judge real condition; overrides discouraged or removed
  • No volume or fit info before accepting; batches get sniped in seconds
  • AI gives customers wrong or irrelevant answers they treat as proof