Key takeaways
  • People search TikTok for software by job and by name: "study app" drew 445,455 searches in 7 days to 5 October 2026 and "copilot budget app" 291,912.
  • 8 of 30 typed software searches had no matched videos, including "the best study apps" (247,475) and "best to do list app" (114,534).
  • Lists and rankings win: all 15 top videos for "best ai tools" were lists, with a median of 530,458 plays and 34.4 saves per 1,000 views.
  • Check who searches before you target: "budgeting app tracker" searchers were 50.6% female and 30.3% in the Philippines; "Best ai tools" leaned male.
  • Duolingo and ClickUp win reach with comedy; Easlo, a solo maker, wins with app-list carousels that put its own apps in the list.
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TikTok marketing for SaaS works best when you make videos for the searches people already type about apps and tools, not ads for your feature list. As of 5 October 2026, "study app" drew 445,455 TikTok searches in 7 days, "copilot budget app" 291,912, "best habit tracker app" 274,617 and "Best ai tools" 258,025. The videos ranking for "best ai tools" are short lists and rankings, with a median of 530,458 plays and 34.4 saves per 1,000 views.

That makes TikTok a strong channel for prosumer software: productivity, study, budgeting, AI and creative tools that one person picks and pays for. It is weaker for software a buying committee chooses; our TikTok for B2B guide measures that side. Below are 30 typed software searches with their numbers, who searches three of them, what the top videos have in common, three software accounts doing TikTok well, and a playbook.

Key statistics

Free to quote and share with a link to this page. Each figure comes from the data listed under Sources and data.

  1. "study app" was searched 445,455 times on TikTok in the 7 days to 5 October 2026, the most of 30 typed software and app searches we checked.

    TikTok Creator Search Insights via TokConnect, 5 Oct 2026#
  2. The 15 top TikTok videos for "best ai tools" on 5 October 2026 had a median of 530,458 plays and 34.4 saves per 1,000 views, ran a median of 36 seconds, and all 15 were lists or rankings.

    Public TikTok data via TokConnect, 5 Oct 2026#
  3. 8 of 30 typed software and app searches on TikTok had 0 matched videos on 5 October 2026, including "the best study apps" at 247,475 searches in 7 days.

    TikTok Creator Search Insights via TokConnect, 5 Oct 2026#
  4. Of people searching "budgeting app tracker" on TikTok over the 30 days to 5 October 2026, 30.3% were in the Philippines, 28.5% in Canada and 7.4% in the US.

    TikTok Creator Search Insights via TokConnect, 5 Oct 2026#
  5. Duolingo's 15 latest TikTok posts (18 September to 2 October 2026) had a median of 503,800 plays and a median engagement of 15.21% per view, at 7.4 posts a week.

    Public TikTok data via TokConnect, 5 Oct 2026#
What people search on TikTok about apps, AI and productivity: 445K weekly searches for study app; 1,871 weekly searches per video for copilot budget app; 8 of 30 software searches with 0 videos matched; 34.4 saves per 1,000 views on top best ai tools videos
Software demand on TikTok in four numbers. TikTok Creator Search Insights and public TikTok data via TokConnect, 5 October 2026. Typed searches only; searches are TikTok's global 7-day figure.
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We ran 13 seeds on 5 October 2026, from "notion template" and "ai tools" to "budget app" and "to do list app", and kept the 30 typed searches about apps and software. People search TikTok the way they ask a friend: "best habit tracker app", "to do list on iphone", "copilot budget app". Many name a product.

Typed search7-day searchesVideos matchedSearches per video
study app445,4551,138391
copilot budget app291,9121561,871
to do list on iphone291,254413705
best music app289,813993292
To do list281,628707398
best habit tracker app274,617920298
Best ai tools258,0251,470176
budgeting app tracker255,572542472
the best study apps247,4750n/a
monbark budgeting app246,1240n/a
Productivity225,4871,741130
best productivity apps222,966899248
notion manifestation template218,5781721,271
Apps to study205,1611,057194
notion recipes template180,945245739
best ugc apps179,0460n/a
Budget bestie app155,5220n/a
caleb budget app155,0530n/a
shopping list app120,187597201
best to do list app114,5340n/a
Good ai apps110,2441,033107
empower budgeting app108,145398272
canvatips88,59196592
to do lists86,50899587
new ai tool86,3740n/a
Canva inspo82,275775106
notion planner templates80,991631128
notion oc template62,806148424
snoop budgeting app59,770487123
peek app budgeting32,8830n/a

Data: TikTok Creator Search Insights via TokConnect, pulled 5 October 2026. Typed searches only; global 7-day figures. Searches per video = 7-day searches / videos TikTok matches to that exact phrase. Open the snapshot.

Horizontal bar chart of the 15 biggest typed software searches on TikTok in the 7 days to 5 October 2026. Study app 445,455; copilot budget app 291,912; to do list on iphone 291,254; best music app 289,813; To do list 281,628; best habit tracker app 274,617; Best ai tools 258,025; budgeting app tracker 255,572; the best study apps 247,475 with 0 videos; monbark budgeting app 246,124 with 0 videos; best productivity apps 222,966; notion manifestation template 218,578; Apps to study 205,161; notion recipes template 180,945; best ugc apps 179,046 with 0 videos.
The 15 biggest typed software searches, 7 days to 5 October 2026, global. (0) marks searches with no matched videos. Source: TikTok Creator Search Insights via TokConnect.

Three patterns stand out. Budgeting apps are searched by name: Copilot, Monbark, Empower, Snoop and Peek all appear, and "copilot budget app" splits 1,871 weekly searches per matched video, the thinnest coverage of any search here with videos. Templates sell the tool: "notion manifestation template" (218,578) and "notion recipes template" (180,945) are searches for a use, not for Notion itself. "Best X app" searches are lists waiting to be made: "the best study apps" and "best to do list app" had no matched videos at all.

Note: TikTok's topic groups are not searches

Of 251 topic records, 215 were topic groups TikTok generates, each pooling many related searches. "chatgpt prompts" and "excel formulas" returned only groups, no typed searches, so they have no row above. If a tool shows you a multi-million figure for an AI or productivity phrase, check whether it is a group before you plan around it.

Who searches: three audience splits

TikTok splits each search's audience by gender, age and country over 30 days. The three below show that "TikTok is for teens" is the wrong model for software.

Typed searchMaleFemaleAge 18-24Age 25-34Top countries
Best ai tools38.4%28.6%36.7%20.8%US 29.4%, South Africa 7.8%, Canada 6.9%
best productivity apps35.3%34.9%39.4%15.4%US 39.8%, Philippines 7.9%, Canada 6.6%
budgeting app tracker19.8%50.6%41.4%26.8%Philippines 30.3%, Canada 28.5%, Indonesia 22.4%

Data: TikTok Creator Search Insights via TokConnect, 30 days to 5 October 2026. Shares are of all searchers, including those TikTok lists as unknown or other, so rows do not add to 100%. Snapshot.

Grouped bar chart of searcher gender over 30 days. Best ai tools: 38.4% male, 28.6% female, 33.1% unknown. Best productivity apps: 35.3% male, 34.9% female, 29.9% unknown. Budgeting app tracker: 19.8% male, 50.6% female, 29.6% unknown.
Gender split of searchers, 30 days to 5 October 2026. Source: TikTok Creator Search Insights via TokConnect.

AI tool searches lean male and a fifth are 25 to 34. Productivity apps split evenly by gender. The budgeting search is mostly women and mostly outside the US, which matters if your app only supports US banks. Check the split before you pick a search to target. Off TikTok, Pew Research found 37% of US adults used TikTok in 2025, up from 21% in 2021.

Formats that rank for software searches

We pulled TikTok's top video results for two typed searches and read every one.

SearchVideosMedian playsOver 1M playsMedian saves per 1,000 viewsMedian lengthLists or rankings
best ai tools15530,458634.436s15 of 15
best productivity apps1238,535013.149s10 of 12

Data: TikTok video results (relevance order) via TokConnect, pulled 5 October 2026. Creator handles removed. Open the snapshot.

  • Lists and rankings win. Every "best ai tools" result was a list, a "top 10" or a tier list. The top one, a 28-second "Best Ai tools in 2026", had 3,537,256 plays and 193,375 saves.
  • Saves are the signal. People save tool lists to come back to. The top "best ai tools" videos earned 34.4 saves per 1,000 views at the median, and a 61-second "top 5 free apps" video for productivity earned 40.7.
  • Length varies. The AI results ran 19 to 99 seconds and the productivity results 8 to 231 seconds. Make it as long as the list needs, with the first item on screen in the first seconds.
  • App makers can rank too. The second "best productivity apps" result was a to-do app's own 19-second feature demo, with 170,080 plays. A maker reintroducing her own habit tracker app had 83,139 plays and 25.5 saves per 1,000 views.

Three software accounts doing TikTok well

Each takes a different route. All numbers are from public data on each account's 15 latest posts, pulled 5 October 2026.

AccountFollowersPosts a weekMedian playsEngagement per viewSaves per 1,000 viewsFormat
Duolingo (language app)18.2M7.4503,80015.21%13.5Mascot comedy, 9-second median video
ClickUp (work software)455.5K5.826,8005.97%2.6Office comedy sketches, 19-second median
Easlo (solo maker: apps and templates)446.6K0.863,8002.86%16.9App-list photo carousels

Data: public TikTok profiles and posts via TokConnect, pulled 5 October 2026. Engagement per view = (likes + comments + shares) / plays, median across posts. Follower totals are rounded by TikTok. Open the snapshot.

Bar chart of median plays on the 15 latest TikTok posts: Duolingo 503,800, Easlo 63,800, ClickUp 26,800.
Median plays per post, 15 latest posts per account, 5 October 2026. Public counts via TokConnect.

Duolingo is the benchmark for consumer apps. In the two weeks to 2 October it posted 7.4 times a week, and 13 of 15 posts passed 100,000 plays; the biggest, an 8-second clip, reached 3.6 million. The owl is the product's personality, so the comedy sells the app without a feature shot.

ClickUp shows a work tool can do the same. Fourteen of its 15 latest captions carry #corporatehumor, and six posts passed 100,000 plays, topped by a 17-second lunch sketch at 634,500. The videos are about work, the problem ClickUp sells into, not about ClickUp.

Easlo is a one-person software business with 446,600 followers. Its 12 photo carousels, mostly lists of favourite apps, had a median of 101,750 plays. Posts that introduce its own apps had a median of 22,000. The lesson for small SaaS teams: earn attention with the list, and put your product in it.

TikTok marketing for SaaS: a step-by-step playbook

  1. List 20 searches. Search TikTok's topic data for your category, your use cases ("budget app", "study app") and your product and competitor names. Keep typed searches only.
  2. Score them. Rank by 7-day searches and by searches per video. Zero-video searches with 100,000+ weekly searches go first.
  3. Check who searches. Pull the age, gender and country split for the top five and drop any your product can't serve.
  4. Watch what ranks. Read the top 10 videos for each target search: format, length, hook, saves per 1,000 views.
  5. Make one video per search. Default to a list or ranking with your product as one item, or a 15 to 30 second demo of the exact task in the search. Say the search phrase in the first line and put it in the caption.
  6. Pick a voice for the account. Comedy (Duolingo, ClickUp) builds reach; lists and demos (Easlo) catch search. Most teams need both.
  7. Measure saves and search traffic. In TikTok Studio, check the Search share of each video's views. Re-run the search list monthly; new phrases like "new ai tool" can appear inside a week.

If you are still choosing what to build, our SaaS ideas and app ideas lists use the same search data to size demand before a line of code. Adobe's 2026 survey of 807 US consumers found 49% use TikTok as a search engine, up from 41% the year before.

Run this research for your product

Creator Search Insights shows these numbers one topic at a time, in the TikTok app and at tiktok.com/csi, with no export. With TokConnect connected to ChatGPT, Claude or Cursor, the research above is one prompt. This page took 29 lookups.

Ask TokConnect
Ask TokConnect

Using TokConnect, search TikTok topics for [product category], [main use case], [your product] and [two competitors]. Keep typed searches only (skip TikTok's topic groups) and rank them by 7-day searches, with videos matched and searches per video. For the top three, show the 30-day gender, age and country split. Then pull the top 10 videos for the biggest search with plays, saves per 1,000 views, length and whether each is a list, demo or skit. Finish with five video ideas, one per search, with the opening line for each.

For an outside-in check of your own account, use our TikTok audit template.

How we got these numbers

All TikTok figures were pulled on 5 October 2026 through TokConnect's MCP server: search_topics for 13 seeds (20 records each, 251 unique), audience_demographics over 30 days for three typed searches, search_videos for "best productivity apps" and "best ai tools", and user_profile plus creator_posts (15 posts) for Duolingo, ClickUp and Easlo. We also pulled Notion's and Canva's accounts and left them out because they do not show a single repeatable route. Searches are TikTok's global 7-day search popularity; "videos matched" is TikTok's count for the exact phrase.

We count only typed searches: a record is a topic group if its 7-day figure is 5 million or more, or 1 million or more with the week's first reading under 5% of its last, or it sits in TikTok's Featured Content. Of 36 typed searches, we dropped six that were off topic or unclear (such as "canvas skirt"); the snapshot lists them. Some searches are new: "new ai tool" read 0 at the start of the week. Video results reflect TikTok's ranking on the day, and posts per week cover different spans per account (two weeks for Duolingo, four months for Easlo). Outside facts: Pew Research and Adobe. Data: searches and audiences, top videos, brand accounts, outside facts.

Frequently asked questions

Does TikTok work for SaaS marketing?

It works best for software one person picks and pays for: productivity, study, budgeting, AI and creative tools. On 5 October 2026, "study app" had 445,455 TikTok searches in 7 days and "best habit tracker app" 274,617. For software a buying committee chooses, demand is thinner; our TikTok for B2B guide measures it.

What type of TikTok content works for SaaS?

Lists, rankings and short demos of one task. All 15 top videos for "best ai tools" on 5 October 2026 were lists or rankings, with a median of 530,458 plays and 34.4 saves per 1,000 views. Comedy about the problem your product solves builds reach, as Duolingo and ClickUp show.

How long should a SaaS TikTok video be?

As long as the list or task needs. The top "best ai tools" videos ran 19 to 99 seconds with a 36-second median, and the top "best productivity apps" videos had a 49-second median. Duolingo's posts had a 9-second median because they are jokes, not explanations.

How do SaaS companies grow on TikTok?

Pick searches people already type about your category, make one video per search, and give the account a voice. Duolingo posted 7.4 times a week with a median of 503,800 plays in the two weeks to 2 October 2026; ClickUp posted 5.8 a week of office comedy with 6 of 15 posts above 100,000 plays.

What do people search on TikTok about AI tools?

Mostly lists: "Best ai tools" had 258,025 searches in the 7 days to 5 October 2026 and "Good ai apps" 110,244, while "new ai tool" had 86,374 with no matched videos. Searchers for "Best ai tools" were 38.4% male, 28.6% female and 29.4% in the US over 30 days.

Should a SaaS company use TikTok ads or organic?

Start organic on searches with demand and few videos, then put spend behind the videos that earn saves and search views. TikTok search ads and Spark Ads can boost proven posts. This page covers organic search demand; we have no ad spend data.

Sources and data