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Data Backed Design
One UI/UX question, one clear answer backed by real products
Data Backed Design is a research assistant for UI, UX, and design process questions. It cites evidence from real teams. Each answer - Gives you one clear direction - Explains the reasoning - Cites specific companies and systems by name - Calls out when sources disagree and what the tradeoffs are For product designers, PMs, and engineers who keep getting pulled into “what’s the right pattern here?” debates and want to ground those decisions in what trusted products actually do.
Hey everyone, I’m the maker of Data Backed Design.
I built this because I kept seeing the same problems: we argue about patterns, we ask ChatGPT, and we end up with confident but source-less answers. Meanwhile, the products we trust like GitHub, Stripe, Notion, Figma, GOV.UK, etc. have already done the hard work of documenting what they do and why.
Data Backed Design turns that existing evidence into something you can actually query.
Ask it things like:
- ‘Should this form validate on blur or on submit?’
- ‘Where should bulk actions live in a dense data table?’
- ‘How should we structure design critique so it doesn’t become an approval meeting?’
You’ll get one clear direction, the reasoning, named sources, and the tradeoffs if companies disagree.
I’d love feedback on:
- What topics or patterns you wish were in the corpus next
- How well the answers line up with how your team works today
- Any confusing or missing states in the UI
Happy to answer any questions in the comments and to hear what you’d like this to grow into.
About Data Backed Design on Product Hunt
“One UI/UX question, one clear answer backed by real products”
Data Backed Design was submitted on Product Hunt and earned 2 upvotes and 1 comments, placing #158 on the daily leaderboard. Data Backed Design is a research assistant for UI, UX, and design process questions. It cites evidence from real teams. Each answer - Gives you one clear direction - Explains the reasoning - Cites specific companies and systems by name - Calls out when sources disagree and what the tradeoffs are For product designers, PMs, and engineers who keep getting pulled into “what’s the right pattern here?” debates and want to ground those decisions in what trusted products actually do.
On the analytics side, Data Backed Design competes within Design Tools, User Experience and UX Design — topics that collectively have 638.7k followers on Product Hunt. The dashboard above tracks how Data Backed Design performed against the three products that launched closest to it on the same day.
Who hunted Data Backed Design?
Data Backed Design was hunted by Mark Uraine. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of Data Backed Design including community comment highlights and product details, visit the product overview.
Mark Uraine