Most e-commerce brands run TikTok creator discovery on views, likes, and shares — vanity metrics that measure entertainment, not sales. Virality is great, but only a specific kind matters: the kind that turns watchers into buyers. A video can rack up millions of views and sell nothing, while a smaller creator makes their whole comment section say "I need this." The signal that tells the two apart isn't in the view count — it's in the comment section. Here's how e-commerce brands pick creators who sell instead of ones who just entertain, using the Asgard TikTok API.
Quick answer
- The mistake: choosing creators by views, likes, and shares — metrics that reward entertainment, not purchases.
- The virality that counts: the kind that flips watchers into "I need to buy this", not the kind that just gets watched.
- The real signal: the comment section — "saw it at 6am and bought it immediately" beats any view count.
- Sells vs. entertains: comments reveal which creators drive purchases and which just drive impressions.
- How: scrape a creator's comments and score buying intent with the Asgard TikTok API + AI before you sign them.
Why views, likes, and shares mislead you
- They measure attention, not intent. A view means someone watched — not that they'd ever buy.
- Entertainment goes viral too. The funniest, most shareable videos often sell the least; people share for the joke, not the product.
- Big accounts can have dead audiences. Huge follower counts with no buying signal in the comments are common — and expensive to learn the hard way.
- Vanity metrics are gameable. Views and likes can be inflated; a comment section full of genuine purchase intent is much harder to fake.
What "sells, not entertains" looks like in the comments
Read a seller's comment section and the intent is unmistakable. The strongest signal is a confirmed purchase — someone stating they already bought:
- Confirmed purchases. "Saw it at 6am and purchased immediately", "just ordered mine" — the gold standard.
- Urgency. "adding to cart right now", "need this today" — ready-to-buy emotion.
- Sourcing questions. "where do I get this?", "drop the link" — active intent to purchase.
- Off-platform intent. "ordered from your Amazon storefront" — buying signals that reach beyond TikTok.
Compare that to an entertainer's comments — laughing emojis, "so funny", tags of friends — high engagement, zero buying intent.
How to vet a creator before you sign them
- Pull their recent product videos. Use the profile and search endpoints to gather a creator's relevant content.
- Scrape the comment sections. Call the comments endpoint for every video — text, likes, replies.
- Score buying intent with AI. Classify comments into confirmed purchases, urgency, sourcing, and entertainment, and roll it into a single sell-vs-entertain score.
- Compare against the vanity metrics. Line the intent score up next to views/likes to expose the gap — the creators who convert vs. the ones who just perform.
- Sign the sellers. Prioritize creators whose audiences actually buy, regardless of who has the biggest numbers.
Takeaway: a good TikTok scraper plus AI turns comment sections into a sell-vs-entertain score — so you pay creators for sales, not for impressions.
Frequently asked questions
Should e-commerce brands pick creators by views and likes? No. Views, likes, and shares measure entertainment and reach, not purchases. Score the buying intent in a creator's comment section instead — with the Asgard TikTok API — to find creators whose audiences actually buy.
What's the strongest buying signal in comments? A confirmed purchase — a commenter stating they already bought ("saw it at 6am and purchased immediately"). Urgency and sourcing questions ("where's the link?") are strong secondary signals.
Does virality still matter? Yes, but only the kind that converts. A viral video that entertains without driving purchases doesn't help an e-commerce brand — you want virality that makes watchers say "I need to buy this."
How do I tell a seller from an entertainer? Read the comments. Sellers' audiences ask where to buy and confirm purchases; entertainers' audiences post jokes and tags. Scoring the two at scale reveals who to partner with.
Related reading
- Rank TikTok creators by comment intent — and catch conversion leaks
- The objection goldmine hiding in TikTok comments
- The TikTok → Amazon halo effect: track it from the comments
Pick creators that sell, not just entertain:
☞ Asgard TikTok API · docs at asgardata.com