TikTok Shop’s LIVE Shopping Ranking runs on five named factors: GMV, number of followers, number of comments, viewing duration and LIVE duration. Shopee’s Seller Education Hub names none for the equivalent question of which livestreams get recommended to a shopper. That gap reflects what each platform chose to publish.
The practical effect is that a seller can work TikTok’s livestream visibility against a documented factor list, while a seller on Shopee is left with one published lever that costs money.
What TikTok Shop publishes
LIVE Shopping Ranking is a daily ranking of livestreaming sellers and affiliate creators. TikTok’s own Seller Academy names the inputs: GMV, number of followers, number of comments, viewing duration and LIVE duration. Those get calculated into ranking points. The points set the host’s position on the ranking page.
It runs by default. TikTok enables it automatically for all livestreaming sellers and affiliate creators, with the stated purpose of driving visibility of hosts and their liverooms toward potential viewers. A host who does not want it can deactivate it in settings before or during a session. Only the username, profile picture and ranking points are displayed publicly.
One distinction matters for anyone reading a ranking screenshot. TikTok runs a separate Daily Ranking calculated on gifted diamonds from viewers, which is a different mechanic from the shopping ranking above. Conflating the two produces wrong conclusions about what drove a placement.
What TikTok does not publish is the weighting. The five factors are named. How they trade off against each other is not disclosed anywhere on that page.
What Shopee publishes about organic reach
One sentence, on the Shopee Live page last updated 12 February 2026:
Only livestreams recommended by Shopee or from shops that a viewer follows will appear on the Shopee Live page.
That is the complete organic disclosure. Shopee confirms a recommendation system decides placement. It names no inputs to it, no ranking concept, no scoring language.
The follower half of that sentence is the one unpaid mechanic Shopee does document. Push notifications go out automatically to a shop’s followers when a livestream starts. A seller can disable that before going live. Livestream reminders can be set up to 60 days ahead. Past reminders stay stored for 90 days. So the documented unpaid path on Shopee reaches an audience the seller already owns, rather than a new one.
Shopee’s documented lever is the paid one
Live Ads is where Shopee’s factor-level detail sits. The product places livestreams in prominent positions on the ShopeeLive Landing Page, Discover and For You pages, plus while shoppers scroll between streams or swipe right inside a live room.
Shopee names the scoring concept directly. A Quality score measures how relevant and appealing a Live Ad is to shoppers. A higher score indicates the livestream is more likely to convert than other sellers’ streams. Shopee lists five ways to raise it:
- Attractive live covers showing key products or on-air activity
- An engaging title and product description
- Positive reviews, high ratings and sold counts
- Competitive prices, including Free Shipping and Cashback participation
- Relevance between the streamer and the product
Billing is cost-per-thousand-impressions, deducted from the seller’s ad credit balance, charged only when shoppers view the ad while a live room is active. Two objectives are available: Maximise Views optimises for delivery, Maximise GMV optimises toward a higher return on ad spend. An ad stops when the daily budget is used up, when the ad duration ends, or when the livestream session ends, whichever comes first.
Note what happened there. Shopee gives five named inputs to a score, the same shape of disclosure TikTok gives for organic ranking, but attached to the product that bills per impression.
What a seller does with this
On TikTok Shop, the ranking factors point at session behaviour a seller controls without spending. Stream longer, since LIVE duration is a named factor. Drive comments, since comment count is a named factor. Hold viewers rather than churn them, since viewing duration is named separately from stream length. None of that requires ad budget.
On Shopee, the documented route to placement beyond existing followers is Live Ads. A seller who wants Shopee Live reach from shoppers who have never followed the shop is working with a CPM product. The Quality score list tells them what to fix before raising the bid: the cover image, the title, the review base, the price position, the streamer-product match.
The asymmetry also changes how a seller should read third-party advice. Percentage breakdowns of livestream ranking weights circulate widely for both platforms. Neither platform publishes one. Any specific split attributed to Shopee’s recommendation system in particular is attributing numbers to a system whose inputs Shopee has never named.
Where both platforms stay silent
TikTok names factors without weights. Shopee names neither for organic placement. Neither publishes a minimum threshold, a decay window, or how a new seller with no GMV history enters either system. A seller planning around those unknowns is estimating. Treat the estimate as one.
The recommendation
If livestream reach is the goal on TikTok Shop, work the five named factors first, because they are published, free to influence, and measurable in a seller’s own session data. If livestream reach is the goal on Shopee beyond a shop’s existing followers, budget for Live Ads and fix the five Quality score inputs before increasing spend, since Shopee documents no other route to placement. On both platforms, treat any published weighting between factors as somebody’s estimate rather than platform disclosure.
Research Ledger (12 claims)
| Entity | Claim | Source | Status |
|---|---|---|---|
| TikTok Shop | LIVE Shopping Ranking factors are GMV, number of followers, number of comments, viewing duration and LIVE duration | TikTok Shop Seller Academy Singapore, LIVE Shopping Ranking | VERIFIED |
| TikTok Shop | Ranking points derived from those factors set the host’s position; no weighting or formula is published | TikTok Shop Seller Academy Singapore, same page | VERIFIED |
| TikTok Shop | Automatically enabled for all livestreaming sellers and affiliate creators, deactivatable in settings before or during a livestream | TikTok Shop Seller Academy Singapore, same page | VERIFIED |
| TikTok Shop | Daily Ranking is a separate mechanic calculated on gifted diamonds, distinct from LIVE Shopping Ranking | TikTok Shop Seller Academy Singapore, same page | VERIFIED |
| TikTok Shop | Livestreams surface through named traffic sources including FYP, Following, Shop Tab, Live Merge, Search and Message Inbox | TikTok Shop Academy, US market page; Singapore applicability not confirmed | INFERRED |
| Shopee | Only livestreams recommended by Shopee or from shops a viewer follows appear on the Shopee Live page | Shopee SG Seller Education Hub, Shopee Live, updated 12 February 2026 | VERIFIED |
| Shopee | No factors, scoring concept or ranking language published for that organic recommendation | Shopee SG Seller Education Hub, same page, absence confirmed across the full article | VERIFIED |
| Shopee | Push notifications go automatically to followers at stream start and can be disabled; reminders can be set 60 days ahead and are stored 90 days | Shopee SG Seller Education Hub, same page | VERIFIED |
| Shopee | Live Ads Quality score measures relevance and appeal, with five named ways to raise it | Shopee SG Seller Education Hub, Using Shopee Live Ads, updated 22 August 2025 | VERIFIED |
| Shopee | Live Ads bill on cost-per-thousand-impressions from the ad credit balance, charged only while a live room is active | Shopee SG Seller Education Hub, same page | VERIFIED |
| Shopee | Live Ads placements are the ShopeeLive Landing Page, Discover and For You pages, plus scrolling between streams and swiping right in a live room | Shopee SG Seller Education Hub, same page | VERIFIED |
| Shopee | Two objectives available, Maximise Views and Maximise GMV; ads stop on budget exhaustion, duration end, or livestream end | Shopee SG Seller Education Hub, same page | VERIFIED |