Team: Nicholas Campos, Christian Lee, Chuck Davies, Ran Ji · TA section project
We started with one problem—video replies buried inside TikTok's comment section—and ended up somewhere more interesting: a Cultural Travel Hub that helps young adults actually do something with the content they discover. This is the story of that pivot.
We explored an extension to TikTok (educational prototype; not affiliated with ByteDance) targeting young adults ages 18–30. The starting hypothesis: video replies are buried in comment sections or surfaced inconsistently by the algorithm, making it hard for users who want to follow a response thread. Our first design added a clearer path from comments into a dedicated, structured feed of video replies—with grid scanning and cultural-category tabs.
By Milestone 5, user testing pushed us away from reply-browsing and toward something more purposeful: a Cultural Travel Hub—a destination guide combining written summaries, category filters (food, transportation, safety), video grids, and full-screen playback. The shift happened because participants kept saying the travel direction "helps me actually do something," while enhanced reply browsing mainly meant more scrolling.
Throughout this project I was wary of features that only optimize time-on-app. The pivot to a travel guide resolved that tension cleanly: success is no longer "did the user watch more videos?" but "did they leave better prepared for a trip?" That shift in success metric is the most satisfying part of the design evolution for me.
I contributed to research synthesis, interaction framing, and our high-fidelity prototype direction across both milestones. This write-up is my own framing of the shared work; raw notes and full deliverables live in our team Google Doc.
We wanted to understand:
We ran two semi-structured interviews with heavy TikTok users (daily usage, self-described "rabbit hole" behavior). We used a think-aloud prompt—open the app, scroll normally, narrate what draws attention—and then concept-tested both the swipe-into-replies idea and, later, the travel hub direction with verbal walkthroughs.
When we tested the Milestone 5 travel hub concept alongside the reply-browsing design, a clear preference emerged. The travel guide felt like it had "a clearer purpose." Users wanted tools that helped them plan and act—not just browse. Specific feedback that shaped the final direction:
Our first prototype follows the original hypothesis: from the For You feed, open comments, then enter a structured vertical reply stream. Tabs separate "General" and "Cultural" perspectives; a grid mode lets users scan multiple replies at once before choosing one to watch in full screen.
↕ scroll inside · 8 screens
After user testing surfaced a clear preference for practical utility over passive discovery, we pivoted to a Cultural Travel Hub: a TikTok-native destination guide for young adults exploring travel or relocation. The design combines:
↕ scroll inside · 6 screens
After building the M5 prototype, we ran two informal user tests to validate the direction. Participants were shown the Cultural Travel Hub via screen-share walkthrough—For You feed → Search → Trip Guide → filtered grid → full-screen video.
"It feels like it has a clearer purpose. The old reply concept was entertaining, but the new one feels more useful."The video-reply concept didn't clearly solve a practical problem; the travel hub reframes the feature around real-world preparation.
"Because it helps me actually do something. If I'm going somewhere, I need information."Users weren't looking for more videos to passively watch—they wanted a tool that helps them find useful, actionable information quickly.
"Some parts could be bolded—I want important text to stand out."Participants found the content useful but wanted better formatting: bold key terms, cleaner bullet-point structure. The issue wasn't the information itself—it was scanability.
"The grid is really helpful because I do not have to scroll through videos to decide one by one."Maintaining the grid as the intermediate step between Trip Guide and full-screen video was validated directly—it supports decision-making rather than passive consumption.
"I would prefer captioned videos instead of dubbing. Dubbing can feel weird or distracting. Captions are enough for me."Caption-first localization should be the default—preserving the creator's authentic voice while serving users who don't share the creator's language.
Based on testing: improve Trip Guide page formatting with bold key terms and clearer bullet hierarchy (Finding 4); maintain the grid view between Trip Guide and full-screen video (Finding 5); implement captions as the default translation option, with auto-dubbing as opt-in (Finding 6).
The pivot wasn't a failure of the original idea—it was the research working as intended. M4's video reply concept had real user enthusiasm. But enthusiasm for a feature isn't the same as evidence that the feature improves someone's life. The travel hub direction earned qualitatively different feedback: not just "I'd use this" but "this would change how I prepare for trips."
I came into this project wary of features that only optimize time-on-app. The final design resolved that concern in a concrete way: grid views and written summaries are optimized for decision-making, not scroll depth. Captions over auto-dubbing serves users who don't share the creator's language. These choices reflect a design stance, not just aesthetic preference.
The refined direction calls for improved Trip Guide page formatting, maintained grid browsing, and caption-based localization as a first-class feature. Evaluation should focus on task completion and travel preparedness—not session length.
Disclaimer: Independent student project for COGS 127. UI is an educational homage; TikTok and related marks belong to their owners.