Mamba Labs builds GTM signal enrichment tools published as Apify actors and MCP servers. Every tool returns flat, Clay-ready JSON per company, priced per result with no subscriptions.

What is the GTM Suite?

The GTM Suite is an all-in-one MCP server that bundles fifteen Mamba Labs tools into a single install. It covers identity resolution, signal detection, ICP scoring, and sequencer push from one endpoint.

USE CASE:

Food and beverage brands on TikTok and audience size

Here is how audience size for food and beverage brands on TikTok actually gets done, what it costs each way, and where each way stops working. We are Mamba Labs, we build Apify actors, and TikTok Brand Presence Mapper is the one that does this for food and beverage brands on TikTok.

What is actually going wrong

On TikTok, food and beverage looks like the easy case and is not. TikTok reward reach over relationship, so a follower count moves faster there than anywhere, and audience size for food and beverage brands on TikTok has to work around it. On food and beverage brands on TikTok, audience size rarely catches this: distribution is the actual qualifier and it appears nowhere on the website. If you would rather try it than read about it, TikTok Brand Presence Mapper does audience size for food and beverage brands on TikTok today.

What is at stake

A follower count for food and beverage brands on TikTok is the easiest number to get and the easiest to misread.

How we would run it

Start with one of food and beverage brands on TikTok you already know, so a wrong audience size answer is obvious rather than plausible.
Run TikTok Brand Presence Mapper across your list of food and beverage brands on TikTok, which carries 1 ready made setup for audience size.
Read ten rows of audience size on food and beverage brands on TikTok by hand before you trust the rest of the list.

Traditional Search Tools

Retailer product listings, for food and beverage brands on TikTok. Free to browse, and being on shelf is worth more than every other signal combined.
TikTok's Creative Center, for food and beverage brands on TikTok. Free, official, and better on trends than on any single account.
The platform APIs. Official, accurate and gated. Most now require an app review to read a public follower count, which is weeks of work for one number.
Social listening suites. Brandwatch, Sprout and the rest do this among many other things. Priced for a brand team, not for a qualification step in a sales list.
SimilarWeb or a traffic estimator. A different proxy for the same question. Better for whether anyone visits, worse for whether anyone follows.
Open the profiles. Find the accounts, read the numbers, write them down. Two minutes per brand per network, and completely accurate on the day you do it.

Mamba Labs Apify Actors

These are the actors we built for this job. If yours is not covered here, search from the bar at the top of the page or contact us here and tell us what you need.

TikTok Brand Presence Mapper1 preconfigured task on this page's job.