TikTok Intelligence

AI Powered TikTok Transcript & Comment Analyzer

Siftree is an AI-powered intelligence platform structuring TikTok data at scale for humans and AI agents to rely on.

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PLATFORM OUTPUT SNAPSHOT · TIKTOK

Sizing Questions8,241

+47%

Shipping Complaints5,104

+31%

Repurchase Signals4,623

+24%

Competitor Mentions2,788

-12%

TikTok Analytics is for numbers.
Siftree is for signals.

Don't manually scroll through thousands of comments to find what matters. Let AI extract actionable signals while your team focuses on creating and shipping.

Spot sizing demand before returns spike.

Catch creator and collab requests in real time.

Identify repurchase intent from high-intent comments.

Track true product sentiment beyond vanity likes.

TIKTOK COMMENT FLOW

@skinbyraya3h ago

Where can I get shade 03? Been checking all week and still sold out.

+ Restock Demandheart 127

SIGNAL DETECTED

@caseyreviews2h ago

Loved this drop. Can you make a dedicated try-on for petite sizing? Would buy immediately if I can see fit on 5'2.

+ Content Demandheart 127

@dewyglowclub48m ago

I'm on my third reorder. Please bundle this with the cleanser!

+ Repurchase Intentheart 127

In practice — TikTok · DTC brand

A live database your product, ops, and marketing teams can actually operate on.

A DTC brand gets 40,000 TikTok comments a week. Their social team reads maybe 200. Here's what Siftree finds in the other 39,800.

01  INGEST

40,000 comments. Your team reads 200.

Every week, 40,000 TikTok comments hit your brand's videos. Your social team heroically reads about 200 of them. The other 39,800 — complaints, purchase signals, product gaps, competitor mentions — disappear into the void. Siftree ingests all of them.

1 / 4

@dtcbrand · LIVE COMMENTS

LIVE

alexisbeauty does this run small?? im usually a M but scared to order 😭

jaderunner22 obsessed with the packaging omg 10/10 would gift

tyler_dtc where is my order it's been 2 weeks and no tracking update 😤

maya.glows the shade range is so limited pls add more dark shades!!!

rox_reviews i compared this to [competitor] and honestly theirs is better for the price

sarahbuys_ this is my 4th order lol i'm hooked

nat.skincare shipping took forever but product is amazing 🙌

lena_hauls size chart is so confusing, customer service didn't help either

INGESTING

SIFTREE · INTAKE

COMMENTS THIS WEEK

Read by your team0

Analyzed by Siftree0

All 39,800 unread comments mapped into a shared semantic space — ready for analysis.

Intelligence Is Only 3 Steps Away

Step 01

Connect or upload

Connect to TikTok or upload your own data. We support APIs as well.

Step 02

Siftree learns and organizes

Advanced ML algorithms analyze all aspects of your data, creating a structured ontology.

Step 03

Insights

Build charts, tag data, interact with AI agents, and sift through your data with ease.

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