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:

Reading audience size for coffee brands on TikTok

Here is how audience size for coffee 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 coffee brands on TikTok.

What is actually going wrong

On TikTok, coffee looks like the easy case and is not. TikTok reward reach over relationship, so a follower count moves faster there than anywhere, which shapes audience size for coffee brands on TikTok. One thing audience size on coffee brands on TikTok rarely accounts for: a wholesale business and a cafe chain look identical online and buy nothing alike. TikTok Brand Presence Mapper carries 1 ready made setup for audience size on coffee brands on TikTok.

Why it matters

The shape of an audience across coffee brands on TikTok matters more than the total, and a spreadsheet column called followers records only the total.

The method

Start with one of coffee 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 coffee brands on TikTok, which carries 1 ready made setup for audience size.
Read ten rows of audience size on coffee brands on TikTok by hand before you trust the rest of the list.

Traditional Search Tools

Their wholesale page, for coffee brands on TikTok. Free, and its existence separates the two business models in one click.
TikTok's Creative Center, for coffee 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.