Designing Discovery Without Algorithms

Designing Discovery Without Algorithms

2025

Bloom Social is a nonprofit platform for local discovery without ads or algorithms. I designed the Discovery tab, with a focus on search, filters, and accessibility.

Team: PM + 5 designers + CEO + lead engineer

Product Designer | Client Project | May–August 2025


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Weak Signals Beneath a Strong Mission

Early research pointed in the right direction, but wasn’t enough

Bloom had early survey data showing people felt overwhelmed by social media and wanted more control.
But the data was small and insular, mostly from founders’ networks.

We needed deeper insight to confidently design for real users.

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Research Changed the Audience

Discovery wasn’t just for Gen Z

Bloom initially targeted Gen Z only.
User interviews revealed something unexpected: Millennials were just as eager—especially for easier event planning.

“If I know my friends are going, I’m in. But planning is exhausting.”

This insight led us to:

  • Expand the target audience

  • Design two discovery journeys instead of one

  • Reframe the problem from “trendy discovery” to reliable local planning

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Turning Insights Into Product Decisions

Designing discovery that actually works

With a broader audience, accessibility and clarity became non-negotiable.

Key decisions I led:

  • Smart filters (location, price, time, interests)

  • Location-first search to reduce uncertainty

  • Flexible price filtering (free, range, exact)

  • Filters that auto-populate while typing

  • Accessibility updates to typography, line height, and contrast (WCAG-aligned)

These changes reduced friction and gave users control—without complexity.

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Impact & What This Taught Me

Insight-led design creates real product impact

Results:

  • 100% task completion in usability testing

  • Zero usability flags (down from 13)

  • Discovery without algorithms, by design

  • Scalable, accessible system ready for growth

Takeaways:

  • Research can redefine who a product is for

  • Accessibility scales with audience growth

  • Values only matter when they shape real design decisions