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For app marketing agencies · Sample: Calm

App marketing agency research: audit, pitch and brief from TikTok

An app marketing agency runs the same TikTok research for every client. TokConnect does it in one chat: recent posts, saves per 1,000 views, category searches, comments and rival apps, pulled live.

Audit a client app 50 free credits, no card.
  1. 10 minclient audit
  2. 3pitch numbers
  3. 1UGC brief
Three client apps, one research desk: audit, pitch and brief from the same data.
01

What changes when the app isn't yours

An in-house app marketer knows one product and one set of rivals. Our guide for app marketers covers that job. An agency starts cold, often on a new app every week, and has to show up to the first call knowing the account better than the client does.

So the agency version of TikTok research is a repeatable sequence: the same seven pulls for every client, the same three numbers for every pitch, and one content brief that a UGC team can shoot. Below, each step runs on a real app, Calm, with real numbers from 10 October 2026.

JobIn-house teamAgency
Starting pointKnows the appCold, per client
First deliverableContent planAudit, then pitch deck
Research volumeOne app, deepMany apps, same steps
What it needs from a toolDepth on one categorySpeed, repeatability, one bill across clients
02

The 10-minute client audit, run on Calm

Seven tool calls, in this order. Each answers one question a client asks in the kickoff meeting. Calm is a useful sample: a big app with an active account, so every step has something to show.

  1. Call 1

    Profile

    user_profile calm

    1,139,821 followers, 1,553 videos, 7,312,710 likes.

  2. Call 2

    Last 30 posts

    creator_posts, 12 August to 7 October

    Median 25,900 views. 26 of 30 passed 10,000 and 4 passed 100,000. Median length 28 seconds.

  3. No call

    Saves per 1,000 views

    Computed from the same posts

    Median 8.5 saves per 1,000 views. The best, 13.8, came on "Which sound do you find most calming?" (133,100 views).

  4. Calls 3 and 4

    Category searches

    search_topics "calm app" and "sleep sounds"

    6 of 9 sleep-sound searches we cite have 0 videos. None of the 20 topics for "calm app" was the app by name.

  5. Calls 5 and 6

    Curve and searchers

    search_popularity and audience_demographics

    54.7% of searchers for "sleeping sounds for sleep" are 35 or older.

  6. Call 7

    Comments

    video_comments on the best post

    50 of 111 comments read. Viewers argue about thunder and ask for loops.

What the audit found: sound posts carry the account

We split Calm's 30 posts by caption. The 16 that mention sleep, sound, rain, noise or music had a median of 36,500 views and 9.7 saves per 1,000 views. The other 14, mostly short mood clips, had 15,400 and 6.7. All four posts over 100,000 views were sound posts, and eight of the 30 ran about a minute.

That is the first slide of the audit: more long sound videos, fewer short mood clips, with saves as the proof, because a save means someone plans to play it again at bedtime.

Calm video cover: heavy rain off a cabin roof with the text if you can't sleep, leave this video on loop, Calm's most-viewed post of the 30
@calm · 291,400 views · 30 Sep 2026 · Watch on TikTok ↗
Calm video cover: a full moon over dark trees with the same leave-this-on-loop line, a sleep sound post
@calm · 167,500 views · 29 Aug 2026 · Watch on TikTok ↗
Calm video cover: a mountain stream with the title 5 sounds that may calm your nervous system, the post with the most saves per view
@calm · 133,100 views · 2 Sep 2026 · Watch on TikTok ↗

Public posts from Calm's verified TikTok account, pulled 10 October 2026. The split uses caption words, so treat it as a first pass to check by eye. Every post and number.

Audit the TikTok account of [client app]: followers, median views and saves per 1,000 views on its last 30 posts, which content types beat the median, the top searches in its category with video counts, and the themes in the comments on its best post.

Audit a client app
03

Searches the client could own

The account already makes rain and white-noise videos. TikTok's search data says people look for exactly that, in phrasings with nothing filed under them. "fan and rain sounds to sleep" drew 294,070 searches in 7 days with 0 videos.

Two of the gaps carry the client's own word. "Calm noises" (260,478) and "calm audios" (249,125) have no matching videos, and the app's account is named Calm. Saying those exact phrases on screen and in the caption is a cheap test.

Time it, too. Daily readings for "sleeping sounds for sleep" peaked at 2,432,851 on 16 August and read 246,423 on 10 October, so the season is past its summer high. The people searching skew older: 54.7% are 35 or older and 19.9% are 25 to 34, with women at 51.6% and men at 29.0%. Every searcher in the panel was in the United States.

Sleep-sound searches, 7 days to 10 October 2026
Search, as typed7-day searchesVideos
fan and rain sounds to sleep294,0700
sleeping rain sounds267,6260
Calm noises260,4780
calm audios249,1250
sleeping sounds for sleep246,424723
sleep raining sounds188,1180
white sounds to sleep176,3110
Sleep sounds172,117870
water sounds for sleep113,634836
04

What the comments on the best post ask for

We read 50 of the 111 comments on Calm's top post, the rain video with 291,400 views and 2,912 saves. They read like a product feedback form.

Sound choice

The most-liked comment, "I need a big thunderstorm" (20 likes), sits beside one who dislikes thunder when sleeping (13). Make both versions.

Requests

A spookier version, visuals with the sounds, and "how do you do a loop". Each is a follow-up video or a pinned reply.

Jokes

Three people say rain makes them need the bathroom, and two say it sounds like frying. Humour you can reply to on camera.

Loyalty

One viewer says they have used the app almost every day since 2022. "I love the calm app" is the line to pin.

Top 50 comments by TikTok's relevance order, pulled 10 October 2026. Commenters are not named.

05

Pitch-deck numbers for a prospect

The same pulls turn into a pitch for the next client. Say the prospect is Headspace, a direct rival with more followers than Calm. Three numbers fit on one slide, and each comes from a public pull you can rerun in the meeting.

Slide 4 · Headspace on TikTok, last 30 posts

2,236median views, against Calm's 25,900 on fewer followers (1,761,594 vs 1,139,821)
3.1saves per 1,000 views, against Calm's 8.5
299,710searches in 7 days for "how to meditate with adhd", with 0 videos
App accountFollowersPosts pulledMedian viewsSaves per 1,000 viewsPhoto posts
Calm1,139,8213025,9008.50
Headspace1,761,594302,2363.19
Insight Timer3,626205452.59

Public posts from each verified account, pulled 10 October 2026: Calm 12 August to 7 October, Headspace 23 August to 10 October, Insight Timer 16 July to 8 October.

Check before you put it on a slide

Four Headspace posts have views far ahead of their likes: 4,100,000 views with 2,621 likes, 615,100 with 137, 499,600 with 155 and 366,100 with 106. That is under 1 like per 1,000 views, while its other 25 posts got a median of 26.7. Ask the client whether those four were promoted before you benchmark against them. Without them, Headspace's median is 2,194 views.

Meditation searches a Headspace pitch can use
Search, as typed7-day searchesVideos
meditation benefits319,604851
how to meditate with adhd299,7100
calming meditation290,9701,136
how to start meditating191,619757
morning meditation169,8501,168
Headspace photo post cover: a lake and reeds with the text things I did this week instead of doomscrolling, its most-viewed post and one of the four with few likes
@headspace · 4.1M views · 7 Sep 2026 · View on TikTok ↗
Headspace video cover: purple illustrated sheep and an inhale bar, a breathing exercise for sleep and its best organic post
@headspace · 4,064 views · 18 Sep 2026 · Watch on TikTok ↗

The pitch writes itself from there: a rival's sleep-sound format pulls more than ten times the median views, and a 299,710-search question about ADHD has no video. For the outreach side, our guide to winning TikTok clients with search data covers the cold email and objections.

Build pitch numbers for [prospect app] against [its main rival]: followers, median views and saves per 1,000 views on each account's last 30 posts, posts with views far above their likes, and the top searches in [its category] with no videos.

Build a pitch slide
06

Slideshow and UGC research for app clients

Most app agencies sell volume: UGC creators, faceless accounts, slideshows. The research question is what format already wins in the category. We pulled the top 20 TikTok videos for "sleep app".

Small accounts dominate. 14 of the 20 came from accounts under 1,000 followers, and the best of those reached 915,600 views from an account with 147 followers. Seven of the 20 captions name the same app, SOMNR, across two accounts, each ending on the same line: track your sleep with SOMNR. Repetition, not polish, is the pattern.

The format is short. The median video ran 14 seconds and 11 of 20 were 15 seconds or less. Only one carried an #ad tag. Carousels belong in the plan too: Headspace's most-viewed post of the 30 was a photo post, and 9 of its 30 posts were slideshows. Our TikTok slideshow guide covers how to build them.

Find the top TikTok videos for "[client app category] app": views, length, follower count of each account, which apps they name, and the hook in the first line. Then write a brief for 10 UGC videos for [client app].

Write a UGC brief
14 of 20top "sleep app" videos came from accounts under 1,000 followers
915,600views for the best of them, from 147 followers
14 smedian length; 11 of 20 ran 15 seconds or less
7 of 20captions name the same app, SOMNR
Insight Timer photo post cover: a hand-drawn curve and the line you're not avoiding the practice, you're avoiding starting it, a text slideshow
@insighttimer · 1,421 views · 6 Oct 2026 · its best of the last 20 · View on TikTok ↗

Top 20 TikTok results for "sleep app" and public brand posts, pulled 10 October 2026. Individual creators are described by follower count, not named.

07

Multi-client economics: credits, not seats

TokConnect plans are sold by credits, and each lookup uses one credit, whether it returns one result or twenty. A lookup that fails isn't charged. No plan lists a seat limit, so adding a strategist doesn't add a line to the bill. The Calm audit above took 7 lookups; the whole page took 13, plus 6 for the cover images.

Starter$49a month, 500 credits

71 audits like Calm's a month. Fits 10 clients with a weekly audit each (280 credits).

Growth$99a month, 2,000 credits

285 audits a month. Fits 50 clients on a weekly audit (1,400 credits).

Pro$199a month, 8,000 credits

1,142 audits a month. Fits 100 clients on a weekly audit (2,800 credits), with room for pitches.

Plans and credit rules from TokConnect pricing, checked 10 October 2026. Audits a month are credits divided by 7, rounded down; a weekly audit is 4 a month. The 50 free credits cover 7 audits and do not refill.

08

Where it fits an app agency stack

JobWhere it lives
Installs, attribution, ROASThe client's attribution tool and ad accounts
Store keywords and rankingsAn ASO tool; see ASO keyword research with TikTok data
Posting and schedulingYour scheduler
Client audits, category searches, rival app accounts, comments, top videosTokConnect, in its chat or inside ChatGPT, Claude and Cursor
Ad spend, CPMs, installs, private account analyticsNot in TokConnect: it reads public TikTok only

Running agency work beyond apps? TikTok tools for agencies shows the same workflow on a consumer brand.

Questions app marketing agencies ask

What does an app marketing agency do on TikTok?

It researches, plans and ships TikTok content for app clients: an account audit, the category searches worth answering, UGC and slideshow briefs, creator sourcing and a monthly report. Our Calm audit shows the research half: 7 lookups returned its median of 25,900 views on the last 30 posts and six sleep-sound searches with no videos. TokConnect runs those lookups for any client app from one chat.

How do you audit an app's TikTok account?

Pull the last 30 posts and take the median views and the median saves per 1,000 views, then split the posts by content type to see which kind beats the median. Add the top searches in the app's category, who searches them, and the comments on the best post. Calm's sound posts had a median of 36,500 views against 15,400 for its other posts.

Why measure saves per 1,000 views for app content?

Views depend on how far TikTok pushed a post; saves show that someone plans to come back to it, which is closer to an install. Dividing by views lets you compare accounts of any size. Calm's median was 8.5 saves per 1,000 views, Headspace's 3.1 and Insight Timer's 2.5 on 10 October 2026.

How much should an agency budget for TikTok research data?

Budget by lookups, not by people. On TokConnect each lookup uses one credit, a 7-lookup audit like our Calm example costs 7 credits, and Starter at $49 a month for 500 credits covers 71 of them. Growth ($99, 2,000 credits) and Pro ($199, 8,000 credits) cover 285 and 1,142, and no plan lists a seat limit.

How we got these numbers

We pulled public TikTok data through TokConnect on 10 October 2026, 19 calls in all:

  • user_profile for Calm, Headspace and Insight Timer, and creator_posts for their last 30, 30 and 20 posts;
  • search_topics for "calm app", "sleep sounds" and "meditation app" (20 records each);
  • search_popularity (180 days) and audience_demographics (last 30 days) for "sleeping sounds for sleep";
  • video_comments (50 top comments) on Calm's most-viewed post;
  • search_videos for "sleep app" (20 videos);
  • video_detail for the six covers shown.

Search counts are TikTok's global 7-day search popularity from Creator Search Insights. Every phrase quoted is under 1 million searches and treated as a typed search; TikTok's grouped labels and off-topic results are left out. Saves per 1,000 views is saves divided by views, times 1,000, with the median taken per account. App brands are named; individual creators and commenters are not. Open the data.

Ask TokConnectRun the audit on your next client

Ask about any niche, trend, creator or hashtag. TokConnect checks TikTok’s real numbers and tells you what to do.

Free to start: 50 credits, no card · or use it in ChatGPT, Claude or Cursor