- Home
- Case studies
- Case
TikTok content analysis and planning, $1.5K MRR: priced for teams
Snowball is an AI-powered platform for analyzing social media content performance and planning content. Its $1.5K MRR is verified through the payment provider's API by TrustMRR (Stripe), as of September 30, 2026.
What it actually sells
Snowball is an AI-powered platform for analyzing social media content performance and planning content. Its audience includes content creators, brands, marketers, strategists, agencies, and teams creating video content.
Users can find TikTok videos through hashtags, keywords, URLs, or accounts. Snowball analyzes videos key frame by key frame, generates content outlines, patterns, hooks, and actionable insights, and imports inspected videos into its dashboard.
How it charges
Teams pricing starts at $500/month, plus $25/month per additional seat. The site also offers a free Chrome extension from the Chrome Web Store and a 7-day free trial with no credit card required.
Month by month
Monthly revenue as read from the payment provider by TrustMRR, in US dollars, as of September 30, 2026.
| Month | Revenue (USD) |
|---|---|
| 2026-02 | $976 |
| 2026-03 | $1,880 |
| 2026-04 | $2,712 |
| 2026-05 | $2,387 |
| 2026-06 | $2,386 |
| 2026-07 | $2,113 |
| 2026-08 | $1,726 |
| 2026-09 | $1,386 |
Where customers come from
Snowball offers a free Chrome extension through the Chrome Web Store, with one-click installation and no account required for activation. It also runs a TikTok account that publishes videos and updates, while direct customer support is available by email.
What stands out
Snowball’s workflow covers research, analysis, planning, and in-feed performance intelligence. Its Chrome extension overlays performance intelligence directly on TikTok, and inspected videos can be imported into the Snowball dashboard with one click.
The site says Snowball is trusted by over 2,500 content creators. It claims trend research can take 3 minutes versus 6 hours traditionally and users can generate 60 content ideas per day versus 1 traditionally.
From the official site
This includes content strategists, UGC creators, growth hackers, organic/paid marketers, and more.
Find videos across hashtags, keywords, URLs, or accounts to find high performing content.
Excerpts from the official website, fetched October 1, 2026.
Where it sits in the data
Snowball's $1.5K MRR is higher than 79% of the 5,602 projects with payment-verified revenue in our dataset; the median across them is $150. Within the “Social Media” category (541 projects) it is higher than 78% (category median $152). Snapshot: 2026-09-02 to 2026-09-30. The dataset only covers founders who chose to publish their numbers, so it leans toward businesses that work; use it for scale, not as an average.
Currency
All figures are in US dollars as published. A rough yuan or euro conversion is not applied here because prices, taxes and acquisition costs differ by country.
Could you build something like this?
My view is that this needs real work. The buyer is a content team or creator researching TikTok performance and planning video content. Distribution would need to come from search, creator communities, social media, or partnerships with agencies and marketing teams.
The difficult parts include collecting and analyzing social media content, keeping performance data useful, producing actionable planning outputs, and supporting browser extensions and customer questions. Competition, changing platform rules, and support load would also matter.
Verdict: Needs real work.
One thing to take from it
Snowball connects content discovery, video analysis, planning, and a browser-based TikTok workflow within one product. Its pricing starts with a team plan and charges for additional seats, giving buyers a clear expansion path.
Sources
- Snowball official website, fetched October 1, 2026
- Snowball pricing page, fetched October 1, 2026
- Snowball about page, fetched October 1, 2026
- TrustMRR: revenue verified through the payment provider's API by TrustMRR (Stripe), as of September 30, 2026
Revenue, team and start-cost figures are what the founder reported at the interview date, not current figures and not a prediction of what you will earn. Product and pricing facts come from the business's own website as checked on 30 September 2026. Method & sources · Disclosure