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:

The audience size question for toy brands on TikTok

Here is how audience size for toy brands on TikTok actually gets done, what it costs each way, and where each way stops working. The tools we name are Mamba Labs Apify actors, priced per row, and TikTok Brand Presence Mapper is the one pointed at toy brands on TikTok.

What is actually going wrong

On TikTok, toy stops being a lookup and becomes a project. Start from this for toy brands on TikTok: TikTok reward reach over relationship, so a follower count moves faster there than anywhere, and audience size follows. One thing audience size on toy brands on TikTok rarely accounts for: a scan in March and a scan in November describe two different companies. TikTok Brand Presence Mapper carries 1 ready made setup for audience size on toy brands on TikTok.

Traditional Search Tools

Retailer range listings, for toy brands on TikTok. Free, and shelf presence is the only durable signal.
TikTok's Creative Center, for toy 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.

The method

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

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.