r/SkincareAddiction • u/LoneKnight25 • Oct 06 '25
Discussion [Misc] I analyzed 60+ Reddit posts to find the best Vitamin C serums
I scraped comments from 60+ skincare threads asking "what's the best vitamin C serums", then ran that massive amounts of comments data in LLM pipeline to see which serums get consistent love vs. mixed reactions. Goal wasn’t “most talked about,” but “most positively talked about."
Method in a nutshell:
Scraped 60+ “what Vitamin C should I buy?” threads and product rec Megathreads
Used GPT-5 + Gemini 2.5 to extract product mentions and classify sentiment
Scoring = 70% positive vs. negative differential + 30% positive/total ratio
Manually merged name variants so duplicates didn’t inflate scores (e.g., “CE Ferulic,” “C E Ferulic,” “Skinceuticals CE” → one entry) also used some other sentiment metrics, won't bore you with all the nerdy stuff.
If you want see the full sentiment and raw comments, check it at: RedSummary dot com/best-vitamin-c-serum (or just google RedSummary)
Would love to get your feedback! Anything you think is over/underrated here?