WhichPost Creator Audit

Creator Audit for Studybuddy AI (simulated) · 1. aug.–12. sep. 2026 · Times in UTC

Simulated sample2 notes on the data

Rebook 4 creators. Pause 8 creators.

Give 13 more creators another test before deciding. Posts brought an estimated 191 paying users (likely 167 to 215) for 8 665 USD of spend: 45,32 USD each, against a break-even of 49,99 USD, the revenue a paying user has brought so far.

  • 191

    paying users found from posts

    Likely 167 to 215

  • 4

    creators worth rebooking

    Out of 25 creators

  • 4 848 USD

    of budget freed by pausing 8 creators

    Even on hopeful numbers, they cost more than 49,99 USD per paying user.

Your creators at a glance Simulated sample

Each dot is a creator. Further out means more paying users per 1,000 views; a bigger dot means more views. Grey dots with a red ring had mostly low-quality views.

  • Rebook
  • Test again
  • Mostly low-quality views

Point at a dot to see its numbers. Select it to jump to that creator.

Cost per paying user
45,32 USD
Likely 40,37 USD to 51,73 USD
Break-even: 49,99 USD
Extra installs from posts
1 888
Likely 1 654 to 2 119
0,31 installs per 1,000 views
Revenue so far from posts
9 558 USD
Likely 8 373 USD to 10 729 USD
1,57 USD per 1,000 views · 1,1× the spend
Spend
8 665 USD
Across 221 posts and 6,1 mill. views
25 creators

Decisions

What to do with each creator

Each creator's cost per paying user, compared with 49,99 USD. The whole likely range decides, not just its middle.

Rebook

4 creators

Even on cautious numbers, a paying user cost less than 49,99 USD.

Book them again on similar terms.

  1. @cramclub 8,53 USD each

    Likely 7,80 USD to 11,60 USD each

    42 paying users (31 to 46)

    Brought about 2 104 USD so far (1 548 USD to 2 302 USD), 8,79 USD per 1,000 views

  2. @medschool.min 12,62 USD each

    Likely 11,65 USD to 17,28 USD each

    36 paying users (26 to 39)

    Brought about 1 800 USD so far (1 315 USD to 1 951 USD), 4,91 USD per 1,000 views

  3. @lofi.lectures 11,57 USD each

    Likely 8,13 USD to 28,03 USD each

    14 paying users (6 to 19)

    Brought about 684 USD so far (283 USD to 975 USD), 6,48 USD per 1,000 views

  4. @studywithlena 14,60 USD each

    Likely 11,63 USD to 25,50 USD each

    13 paying users (7 to 16)

    Brought about 649 USD so far (372 USD to 815 USD), 5,14 USD per 1,000 views

Test again

13 creators

The likely range straddles 49,99 USD.

Book one more round at a similar payout, then run the audit again.

  1. @readwithrio 17,40 USD each

    Likely 11,55 USD to 58,30 USD each

    15 paying users (4 to 22)

    Brought about 729 USD so far (218 USD to 1 099 USD), 4,31 USD per 1,000 views

  2. @ib.revision 25,80 USD each

    Likely 19,83 USD to 50,76 USD each

    14 paying users (7 to 18)

    Brought about 709 USD so far (361 USD to 923 USD), 2,91 USD per 1,000 views

  3. @flashcard.fern 12,41 USD each

    Likely 7,95 USD to 53,71 USD each

    13 paying users (3 to 20)

    Brought about 642 USD so far (148 USD to 1 002 USD), 6,04 USD per 1,000 views

  4. @examseason 18,05 USD each

    Likely 12,33 USD to 52,79 USD each

    11 paying users (4 to 16)

    Brought about 557 USD so far (190 USD to 815 USD), 4,15 USD per 1,000 views

  5. @sciencesnips 16,60 USD each

    Likely 11,11 USD to 71,30 USD each

    11 paying users (3 to 16)

    Brought about 548 USD so far (128 USD to 819 USD), 4,52 USD per 1,000 views

  6. @quietdesk 64,43 USD each

    21,74 USD or more each

    5 paying users (0 to 16)

    Brought about 271 USD so far (0,00 USD to 804 USD), 1,16 USD per 1,000 views

  7. @mathsmadesimple 103 USD each

    39,53 USD or more each

    4 paying users (0 to 11)

    Brought about 212 USD so far (0,00 USD to 551 USD), 0,73 USD per 1,000 views

  8. @studytok.sam 76,42 USD each

    22,50 USD or more each

    4 paying users (0 to 13)

    Brought about 185 USD so far (0,00 USD to 629 USD), 0,98 USD per 1,000 views

  9. @deskdiaries 37,51 USD each

    10,54 USD or more each

    2 paying users (0 to 7)

    Brought about 97,93 USD so far (0,00 USD to 349 USD), 2,00 USD per 1,000 views

  10. @brainbreaks 16,87 USD or more each

    Less than 1 paying user (0 to 9)

    Brought about 11,77 USD so far (0,00 USD to 435 USD), 0,12 USD per 1,000 views

  11. @acadaily 11,94 USD or more each

    Less than 1 paying user (0 to 7)

    Brought about 0,00 USD so far (0,00 USD to 344 USD), 0,00 USD per 1,000 views

  12. @focusframes 18,68 USD or more each

    Less than 1 paying user (0 to 4)

    Brought about 0,00 USD so far (0,00 USD to 215 USD), 0,00 USD per 1,000 views

  13. @lecturehacks 11,27 USD or more each

    Less than 1 paying user (0 to 4)

    Brought about 0,00 USD so far (0,00 USD to 186 USD), 0,00 USD per 1,000 views

Pause

8 creators

Even on hopeful numbers, a paying user cost more than 49,99 USD.

Stop new bookings for now.

  1. @gradgrind 201 USD each

    107 USD or more each

    3 paying users (0 to 6)

    Brought about 147 USD so far (0,00 USD to 277 USD), 0,24 USD per 1,000 views

    Low-quality views on 100 % of posts

  2. @revisionroom 581 USD each

    191 USD or more each

    2 paying users (0 to 6)

    Brought about 90,71 USD so far (0,00 USD to 276 USD), 0,13 USD per 1,000 views

    Low-quality views on 100 % of posts

  3. @pomodoro.pia 697 USD each

    140 USD or more each

    1 paying user (0 to 6)

    Brought about 57,83 USD so far (0,00 USD to 288 USD), 0,11 USD per 1,000 views

    Low-quality views on 100 % of posts

  4. @essaymode 458 USD each

    90,60 USD or more each

    1 paying user (0 to 5)

    Brought about 48,03 USD so far (0,00 USD to 243 USD), 0,16 USD per 1,000 views

    Low-quality views on 100 % of posts

  5. @notes.by.kai 80,18 USD or more each

    Less than 1 paying user (0 to 2)

    Brought about 11,87 USD so far (0,00 USD to 105 USD), 0,11 USD per 1,000 views

    Low-quality views on 100 % of posts

  6. @campus.cuts 238 USD or more each

    Less than 1 paying user (0 to 3)

    Brought about 0,00 USD so far (0,00 USD to 141 USD), 0,00 USD per 1,000 views

    Low-quality views on 100 % of posts

  7. @thestudypod 214 USD or more each

    Less than 1 paying user (0 to 4)

    Brought about 0,00 USD so far (0,00 USD to 177 USD), 0,00 USD per 1,000 views

    Low-quality views on 100 % of posts

  8. @unilifeclips 162 USD or more each

    Less than 1 paying user (0 to 2)

    Brought about 0,00 USD so far (0,00 USD to 110 USD), 0,00 USD per 1,000 views

    Low-quality views on 100 % of posts

Evidence

The campaign, day by day

Grey bars are the installs you got each day. The line is what the model expects without the posts; the green area is the lift it credits to them.

  • Installs per day
  • Expected without posts
  • Estimated lift from posts
  • Posts went live

About 59 a day before the first post and 160 a day while posts were going live. The posts explain about 54 % of the installs in that period.

Posts went live01563111. aug.7. aug.13. aug.19. aug.25. aug.31. aug.6. sep.Posts went live01563111. aug.12. aug.23. aug.3. sep.
Daily totals in UTC. The model works hourly; days are shown for readability.

Details

Every creator

Sorted by estimated paying users. Code-confirmed counts are exact but incomplete: most viewers never type a code. Revenue so far is what their paying users have paid to date, after refunds; return on spend is that revenue divided by their payout.

Creators with their estimated paying users, cost and decision
CreatorDecisionPaying usersCost per paying userRevenue so farRevenue per 1,000 viewsReturn on spendSpendPostsViewsExtra installsCode-confirmed
@cramclub Rebook 42,131,0 to 46,0 8,53 USD7,80 USD to 11,60 USD 2 104 USD1 548 USD to 2 302 USD8,79 USD6,46 USD to 9,61 USD5,9×4,3× to 6,4× 359 USD 7 239 490 416306 to 455 12
@medschool.min Rebook 36,026,3 to 39,0 12,62 USD11,65 USD to 17,28 USD 1 800 USD1 315 USD to 1 951 USD4,91 USD3,59 USD to 5,32 USD4,0×2,9× to 4,3× 455 USD 6 366 754 356260 to 385 14
@readwithrio Test again 14,64,4 to 22,0 17,40 USD11,55 USD to 58,30 USD 729 USD218 USD to 1 099 USD4,31 USD1,29 USD to 6,49 USD2,9×0,9× to 4,3× 254 USD 14 169 230 14443 to 217 5
@ib.revision Test again 14,27,2 to 18,5 25,80 USD19,83 USD to 50,76 USD 709 USD361 USD to 923 USD2,91 USD1,48 USD to 3,78 USD1,9×1,0× to 2,5× 366 USD 9 244 038 14071 to 182 1
@lofi.lectures Rebook 13,75,7 to 19,5 11,57 USD8,13 USD to 28,03 USD 684 USD283 USD to 975 USD6,48 USD2,68 USD to 9,23 USD4,3×1,8× to 6,2× 158 USD 7 105 640 13556 to 193 8
@studywithlena Rebook 13,07,4 to 16,3 14,60 USD11,63 USD to 25,50 USD 649 USD372 USD to 815 USD5,14 USD2,94 USD to 6,45 USD3,4×2,0× to 4,3× 190 USD 7 126 438 12873 to 161 4
@flashcard.fern Test again 12,83,0 to 20,0 12,41 USD7,95 USD to 53,71 USD 642 USD148 USD to 1 002 USD6,04 USD1,40 USD to 9,43 USD4,0×0,9× to 6,3× 159 USD 12 106 196 12729 to 198 2
@examseason Test again 11,13,8 to 16,3 18,05 USD12,33 USD to 52,79 USD 557 USD190 USD to 815 USD4,15 USD1,42 USD to 6,08 USD2,8×0,9× to 4,1× 201 USD 9 134 082 11038 to 161 5
@sciencesnips Test again 11,02,6 to 16,4 16,60 USD11,11 USD to 71,30 USD 548 USD128 USD to 819 USD4,52 USD1,05 USD to 6,75 USD3,0×0,7× to 4,5× 182 USD 10 121 316 10825 to 162 4
@quietdesk Test again 5,40,0 to 16,1 64,43 USD21,74 USD or more 271 USD0,00 USD to 804 USD1,16 USD0,00 USD to 3,45 USD0,8×0,0× to 2,3× 350 USD 16 233 235 540 to 159 3
@mathsmadesimple Test again 4,20,0 to 11,0 103 USD39,53 USD or more 212 USD0,00 USD to 551 USD0,73 USD0,00 USD to 1,90 USD0,5×0,0× to 1,3× 435 USD 13 290 201 420 to 109 1
@studytok.sam Test again 3,70,0 to 12,6 76,42 USD22,50 USD or more 185 USD0,00 USD to 629 USD0,98 USD0,00 USD to 3,33 USD0,7×0,0× to 2,2× 283 USD 11 188 822 370 to 124 1
@gradgrind100 % of posts look like low-quality views Pause 2,90,0 to 5,5 201 USD107 USD or more 147 USD0,00 USD to 277 USD0,24 USD0,00 USD to 0,45 USD0,2×0,0× to 0,5× 592 USD 6 618 871 290 to 55 0
@deskdiaries Test again 2,00,0 to 7,0 37,51 USD10,54 USD or more 97,93 USD0,00 USD to 349 USD2,00 USD0,00 USD to 7,12 USD1,3×0,0× to 4,7× 73,49 USD 6 48 988 190 to 69 1
@revisionroom100 % of posts look like low-quality views Pause 1,80,0 to 5,5 581 USD191 USD or more 90,71 USD0,00 USD to 276 USD0,13 USD0,00 USD to 0,39 USD0,1×0,0× to 0,3× 1 054 USD 11 710 207 180 to 55 0
@pomodoro.pia100 % of posts look like low-quality views Pause 1,20,0 to 5,8 697 USD140 USD or more 57,83 USD0,00 USD to 288 USD0,11 USD0,00 USD to 0,54 USD0,1×0,0× to 0,4× 806 USD 8 537 208 110 to 57 0
@essaymode100 % of posts look like low-quality views Pause 1,00,0 to 4,9 458 USD90,60 USD or more 48,03 USD0,00 USD to 243 USD0,16 USD0,00 USD to 0,83 USD0,1×0,0× to 0,6× 440 USD 7 293 341 90 to 48 0
@notes.by.kai100 % of posts look like low-quality views Pause 0,20,0 to 2,1 80,18 USD or more 11,87 USD0,00 USD to 105 USD0,11 USD0,00 USD to 0,94 USD0,1×0,0× to 0,6× 169 USD 3 112 741 20 to 21 0
@brainbreaks Test again 0,20,0 to 8,7 16,87 USD or more 11,77 USD0,00 USD to 435 USD0,12 USD0,00 USD to 4,44 USD0,1×0,0× to 3,0× 147 USD 8 97 823 20 to 86 1
@acadaily Test again 0,00,0 to 6,9 11,94 USD or more 0,00 USD0,00 USD to 344 USD0,00 USD0,00 USD to 6,28 USD0,0×0,0× to 4,2× 82,17 USD 14 54 781 00 to 68 1
@campus.cuts100 % of posts look like low-quality views Pause 0,00,0 to 2,8 238 USD or more 0,00 USD0,00 USD to 141 USD0,00 USD0,00 USD to 0,31 USD0,0×0,0× to 0,2× 671 USD 12 447 418 00 to 28 0
@focusframes Test again 0,00,0 to 4,3 18,68 USD or more 0,00 USD0,00 USD to 215 USD0,00 USD0,00 USD to 4,01 USD0,0×0,0× to 2,7× 80,52 USD 4 53 679 00 to 43 1
@lecturehacks Test again 0,00,0 to 3,7 11,27 USD or more 0,00 USD0,00 USD to 186 USD0,00 USD0,00 USD to 6,65 USD0,0×0,0× to 4,4× 41,91 USD 6 27 942 00 to 37 0
@thestudypod100 % of posts look like low-quality views Pause 0,00,0 to 3,5 214 USD or more 0,00 USD0,00 USD to 177 USD0,00 USD0,00 USD to 0,35 USD0,0×0,0× to 0,2× 761 USD 10 507 041 00 to 35 0
@unilifeclips100 % of posts look like low-quality views Pause 0,00,0 to 2,2 162 USD or more 0,00 USD0,00 USD to 110 USD0,00 USD0,00 USD to 0,46 USD0,0×0,0× to 0,3× 356 USD 5 237 299 00 to 22 0

Would a report like this help you decide which creators to rebook?

Top posts

The 15 posts with the most estimated installs. Single posts are rarely measurable on their own: “With creator” means the creator's estimate shared out by each post's views.

Posts with the most estimated installs
PostCreatorPosted (UTC)ViewsSpendExtra installsMeasuredView quality
clip0183 @medschool.min 21. aug., 21:00 263 699Tracked over time 300 USD 255,7186,7 to 277,0 On its own No problems found
clip0048 @cramclub 24. aug., 15:00 115 419Tracked over time 173 USD 200,4147,4 to 219,2 On its own No problems found
clip0045 @cramclub 1. sep., 12:00 67 877Tracked over time 102 USD 117,886,7 to 128,9 On its own No problems found
clip0006 @studywithlena 17. aug., 11:00 68 186Tracked over time 102 USD 69,239,6 to 86,8 On its own No problems found
clip0184 @medschool.min 30. aug., 02:00 68 154Tracked over time 102 USD 66,148,3 to 71,6 On its own No problems found
clip0043 @cramclub 15. aug., 04:00 35 927Tracked over time 53,89 USD 62,345,8 to 68,2 On its own No problems found
clip0179 @ib.revision 31. aug., 11:00 90 048Tracked over time 135 USD 51,726,3 to 67,3 On its own No problems found
clip0174 @ib.revision 23. aug., 13:00 83 764Tracked over time 126 USD 48,124,5 to 62,6 With creator No problems found
clip0038 @lofi.lectures 27. aug., 17:00 32 209Tracked over time 48,31 USD 41,217,0 to 58,7 With creator No problems found
clip0066 @flashcard.fern 27. aug., 08:00 31 670Tracked over time 47,51 USD 37,88,7 to 58,9 With creator No problems found
clip0036 @lofi.lectures 22. aug., 17:00 28 166Tracked over time 42,25 USD 36,114,9 to 51,3 With creator No problems found
clip0007 @studywithlena 20. aug., 12:00 34 899Tracked over time 52,35 USD 35,420,3 to 44,4 With creator No problems found
clip0110 @readwithrio 24. aug., 18:00 40 766Tracked over time 61,15 USD 34,610,3 to 52,2 With creator No problems found
clip0012 @examseason 25. aug., 07:00 41 254Tracked over time 61,88 USD 33,811,6 to 49,5 With creator No problems found
clip0198 @sciencesnips 23. aug., 18:00 37 679Tracked over time 56,52 USD 33,67,8 to 50,2 With creator No problems found

Results by market

Extra conversions in each country during the campaign, compared with the weeks before it. Small markets borrow strength from similar ones, so their numbers don't jump around with every sign-up. Counts are installs.

49 % of the extra conversions came from USA.

All markets: 1 921 extra installs (likely 1 793 to 2 040).

No pooled data yet for USA, Storbritannia, Tyskland, India, Canada, Brasil og Australia; using your own data and the global model.

Ranges show where the true number most likely is; each is designed to contain it about 80 times in 100.

By country

By country
MarketBefore, per dayDuring, per dayExtraShare of the liftBecame payingBased on
USAUnited States 28,8 74,7 945859 to 1 030 49 %46 % to 52 % 10,2 % Your dataNo pooled data yet
StorbritanniaUK & Ireland 5,7 17,5 251220 to 281 13 %11 % to 15 % 11,4 % Your dataNo pooled data yet
TysklandGermany, Austria & Switzerland 4,0 13,5 202177 to 227 11 %9 % to 12 % 8,2 % Your dataNo pooled data yet
India 7,6 16,3 170134 to 203 9 %7 % to 10 % 9,9 % Your dataNo pooled data yet
Canada 4,1 11,2 146122 to 170 8 %6 % to 9 % 9,0 % Your dataNo pooled data yet
BrasilBrazil 4,2 10,1 12196 to 144 6 %5 % to 7 % 11,4 % Your dataNo pooled data yet
AustraliaAustralia, New Zealand & Pacific 4,3 8,6 8560 to 106 4 %3 % to 5 % 10,1 % Your dataNo pooled data yet
By market group and region

By region

By region
MarketBefore, per dayDuring, per dayExtraShare of the liftBecame payingBased on
North America 32,9 86,0 1 0911 001 to 1 180 57 %54 % to 59 % 10,0 % Your dataNo pooled data yet
Europe 9,7 31,1 453412 to 493 24 %22 % to 26 % 10,0 % Your dataNo pooled data yet
Asia-Pacific 11,9 24,9 255210 to 295 13 %11 % to 15 % 10,0 % Your dataNo pooled data yet
Latin America & Caribbean 4,2 10,1 12196 to 144 6 %5 % to 7 % 11,4 % Your dataNo pooled data yet

Data

Notes on the data

  • 62 posts have views that look low quality (see the post table). Their creators' estimates already reflect it.

  • Sales without posts follow your customers' local time and public holidays in USA, India, Storbritannia, Australia, Brasil, Canada og Tyskland.

Accuracy check against the simulation's truth

This report was produced from simulated data with known answers. The true number of post-driven installs was 1 947; the estimate was 1 888 (likely 1 654 to 2 119). 92 % of creator ranges contain the true value (the target is about 80 %).

Method

How these numbers were made

Method, ranges and decision rules

These numbers come from statistical models WhichPost built and trained in-house, fitted to Studybuddy AI (simulated)'s own data.

Every hour's installs are split into what the product would have had anyway and what each creator's new views added.

Paying users are installs multiplied by 10,1 %. Share of installs that paid within 30 days (users old enough to have had the chance). Revenue per paying user so far: 49,99 USD.

Revenue so far is what paying users have paid up to 12. sep. 2026, after refunds. The 383 customers who started paying since the first post have paid about 49,99 USD each so far (likely 49,99 USD to 49,99 USD); a creator's revenue is their paying users times that, so it assumes their customers pay like other new customers. Revenue per 1,000 views and return on spend divide it by their views and payout.

Ranges are 80 % ranges, designed to contain the true value about 80 times in 100. Individual posts are rarely measurable on their own; post numbers marked “With creator” are the creator's estimate shared out by each post's views.

Decisions: rebook when even the cautious cost per paying user beats the target; pause when even the hopeful one misses it; test again when the range straddles it. No target was set, so the target is break-even: the revenue a paying user has brought so far (49,99 USD).