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

Rebook 4 creators. Pause 8 creators.

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

191
paying user found from posts
Likely 167 to 215
4
creators worth rebooking
Out of 25 creators
4 848 $
of budget freed by pausing 8 creators
Even on hopeful numbers, they cost more than 49,99 $ 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 $; Likely 40,37 $ to 51,73 $
Break-even: 49,99 $
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 $; Likely 8 373 $ to 10 729 $
1,57 $ per 1,000 views · 1,1× the spend
Spend: 8 665 $; Across 221 post and 6,1 milj. views
25 creators

Decisions

What to do with each creator

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

Rebook

4 creators

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

Book them again on similar terms.

@cramclub 8,53 $ each
Likely 7,80 $ to 11,60 $ each
42 paying users (31 to 46)
Brought about 2 104 $ so far (1 548 $ to 2 302 $), 8,79 $ per 1,000 views
@medschool.min 12,62 $ each
Likely 11,65 $ to 17,28 $ each
36 paying users (26 to 39)
Brought about 1 800 $ so far (1 315 $ to 1 951 $), 4,91 $ per 1,000 views
@lofi.lectures 11,57 $ each
Likely 8,13 $ to 28,03 $ each
14 paying users (6 to 19)
Brought about 684 $ so far (283 $ to 975 $), 6,48 $ per 1,000 views
@studywithlena 14,60 $ each
Likely 11,63 $ to 25,50 $ each
13 paying users (7 to 16)
Brought about 649 $ so far (372 $ to 815 $), 5,14 $ per 1,000 views

Test again

13 creators

The likely range straddles 49,99 $.

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

@readwithrio 17,40 $ each
Likely 11,55 $ to 58,30 $ each
15 paying users (4 to 22)
Brought about 729 $ so far (218 $ to 1 099 $), 4,31 $ per 1,000 views
@ib.revision 25,80 $ each
Likely 19,83 $ to 50,76 $ each
14 paying users (7 to 18)
Brought about 709 $ so far (361 $ to 923 $), 2,91 $ per 1,000 views
@flashcard.fern 12,41 $ each
Likely 7,95 $ to 53,71 $ each
13 paying users (3 to 20)
Brought about 642 $ so far (148 $ to 1 002 $), 6,04 $ per 1,000 views
@examseason 18,05 $ each
Likely 12,33 $ to 52,79 $ each
11 paying users (4 to 16)
Brought about 557 $ so far (190 $ to 815 $), 4,15 $ per 1,000 views
@sciencesnips 16,60 $ each
Likely 11,11 $ to 71,30 $ each
11 paying users (3 to 16)
Brought about 548 $ so far (128 $ to 819 $), 4,52 $ per 1,000 views
@quietdesk 64,43 $ each
21,74 $ or more each
5 paying users (0 to 16)
Brought about 271 $ so far (0,00 $ to 804 $), 1,16 $ per 1,000 views
@mathsmadesimple 103 $ each
39,53 $ or more each
4 paying users (0 to 11)
Brought about 212 $ so far (0,00 $ to 551 $), 0,73 $ per 1,000 views
@studytok.sam 76,42 $ each
22,50 $ or more each
4 paying users (0 to 13)
Brought about 185 $ so far (0,00 $ to 629 $), 0,98 $ per 1,000 views
@deskdiaries 37,51 $ each
10,54 $ or more each
2 paying users (0 to 7)
Brought about 97,93 $ so far (0,00 $ to 349 $), 2,00 $ per 1,000 views
@brainbreaks 16,87 $ or more each
Less than 1 paying user (0 to 9)
Brought about 11,77 $ so far (0,00 $ to 435 $), 0,12 $ per 1,000 views
@acadaily 11,94 $ or more each
Less than 1 paying user (0 to 7)
Brought about 0,00 $ so far (0,00 $ to 344 $), 0,00 $ per 1,000 views
@focusframes 18,68 $ or more each
Less than 1 paying user (0 to 4)
Brought about 0,00 $ so far (0,00 $ to 215 $), 0,00 $ per 1,000 views
@lecturehacks 11,27 $ or more each
Less than 1 paying user (0 to 4)
Brought about 0,00 $ so far (0,00 $ to 186 $), 0,00 $ per 1,000 views

Pause

8 creators

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

Stop new bookings for now.

@gradgrind 201 $ each
107 $ or more each
3 paying users (0 to 6)
Brought about 147 $ so far (0,00 $ to 277 $), 0,24 $ per 1,000 views
Low-quality views on 100% of posts
@revisionroom 581 $ each
191 $ or more each
2 paying users (0 to 6)
Brought about 90,71 $ so far (0,00 $ to 276 $), 0,13 $ per 1,000 views
Low-quality views on 100% of posts
@pomodoro.pia 697 $ each
140 $ or more each
1 paying user (0 to 6)
Brought about 57,83 $ so far (0,00 $ to 288 $), 0,11 $ per 1,000 views
Low-quality views on 100% of posts
@essaymode 458 $ each
90,60 $ or more each
1 paying user (0 to 5)
Brought about 48,03 $ so far (0,00 $ to 243 $), 0,16 $ per 1,000 views
Low-quality views on 100% of posts
@notes.by.kai 80,18 $ or more each
Less than 1 paying user (0 to 2)
Brought about 11,87 $ so far (0,00 $ to 105 $), 0,11 $ per 1,000 views
Low-quality views on 100% of posts
@campus.cuts 238 $ or more each
Less than 1 paying user (0 to 3)
Brought about 0,00 $ so far (0,00 $ to 141 $), 0,00 $ per 1,000 views
Low-quality views on 100% of posts
@thestudypod 214 $ or more each
Less than 1 paying user (0 to 4)
Brought about 0,00 $ so far (0,00 $ to 177 $), 0,00 $ per 1,000 views
Low-quality views on 100% of posts
@unilifeclips 162 $ or more each
Less than 1 paying user (0 to 2)
Brought about 0,00 $ so far (0,00 $ to 110 $), 0,00 $ 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.

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
Creator	Decision	Paying users	Cost per paying user	Revenue so far	Revenue per 1,000 views	Return on spend	Spend	Posts	Views	Extra installs	Code-confirmed
@cramclub	Rebook	42,131,0 to 46,0	8,53 $7,80 $ to 11,60 $	2 104 $1 548 $ to 2 302 $	8,79 $6,46 $ to 9,61 $	5,9×4,3× to 6,4×	359 $	7	239 490	416306 to 455	12
@medschool.min	Rebook	36,026,3 to 39,0	12,62 $11,65 $ to 17,28 $	1 800 $1 315 $ to 1 951 $	4,91 $3,59 $ to 5,32 $	4,0×2,9× to 4,3×	455 $	6	366 754	356260 to 385	14
@readwithrio	Test again	14,64,4 to 22,0	17,40 $11,55 $ to 58,30 $	729 $218 $ to 1 099 $	4,31 $1,29 $ to 6,49 $	2,9×0,9× to 4,3×	254 $	14	169 230	14443 to 217	5
@ib.revision	Test again	14,27,2 to 18,5	25,80 $19,83 $ to 50,76 $	709 $361 $ to 923 $	2,91 $1,48 $ to 3,78 $	1,9×1,0× to 2,5×	366 $	9	244 038	14071 to 182	1
@lofi.lectures	Rebook	13,75,7 to 19,5	11,57 $8,13 $ to 28,03 $	684 $283 $ to 975 $	6,48 $2,68 $ to 9,23 $	4,3×1,8× to 6,2×	158 $	7	105 640	13556 to 193	8
@studywithlena	Rebook	13,07,4 to 16,3	14,60 $11,63 $ to 25,50 $	649 $372 $ to 815 $	5,14 $2,94 $ to 6,45 $	3,4×2,0× to 4,3×	190 $	7	126 438	12873 to 161	4
@flashcard.fern	Test again	12,83,0 to 20,0	12,41 $7,95 $ to 53,71 $	642 $148 $ to 1 002 $	6,04 $1,40 $ to 9,43 $	4,0×0,9× to 6,3×	159 $	12	106 196	12729 to 198	2
@examseason	Test again	11,13,8 to 16,3	18,05 $12,33 $ to 52,79 $	557 $190 $ to 815 $	4,15 $1,42 $ to 6,08 $	2,8×0,9× to 4,1×	201 $	9	134 082	11038 to 161	5
@sciencesnips	Test again	11,02,6 to 16,4	16,60 $11,11 $ to 71,30 $	548 $128 $ to 819 $	4,52 $1,05 $ to 6,75 $	3,0×0,7× to 4,5×	182 $	10	121 316	10825 to 162	4
@quietdesk	Test again	5,40,0 to 16,1	64,43 $21,74 $ or more	271 $0,00 $ to 804 $	1,16 $0,00 $ to 3,45 $	0,8×0,0× to 2,3×	350 $	16	233 235	540 to 159	3
@mathsmadesimple	Test again	4,20,0 to 11,0	103 $39,53 $ or more	212 $0,00 $ to 551 $	0,73 $0,00 $ to 1,90 $	0,5×0,0× to 1,3×	435 $	13	290 201	420 to 109	1
@studytok.sam	Test again	3,70,0 to 12,6	76,42 $22,50 $ or more	185 $0,00 $ to 629 $	0,98 $0,00 $ to 3,33 $	0,7×0,0× to 2,2×	283 $	11	188 822	370 to 124	1
@gradgrind100% of posts look like low-quality views	Pause	2,90,0 to 5,5	201 $107 $ or more	147 $0,00 $ to 277 $	0,24 $0,00 $ to 0,45 $	0,2×0,0× to 0,5×	592 $	6	618 871	290 to 55	0
@deskdiaries	Test again	2,00,0 to 7,0	37,51 $10,54 $ or more	97,93 $0,00 $ to 349 $	2,00 $0,00 $ to 7,12 $	1,3×0,0× to 4,7×	73,49 $	6	48 988	190 to 69	1
@revisionroom100% of posts look like low-quality views	Pause	1,80,0 to 5,5	581 $191 $ or more	90,71 $0,00 $ to 276 $	0,13 $0,00 $ to 0,39 $	0,1×0,0× to 0,3×	1 054 $	11	710 207	180 to 55	0
@pomodoro.pia100% of posts look like low-quality views	Pause	1,20,0 to 5,8	697 $140 $ or more	57,83 $0,00 $ to 288 $	0,11 $0,00 $ to 0,54 $	0,1×0,0× to 0,4×	806 $	8	537 208	110 to 57	0
@essaymode100% of posts look like low-quality views	Pause	1,00,0 to 4,9	458 $90,60 $ or more	48,03 $0,00 $ to 243 $	0,16 $0,00 $ to 0,83 $	0,1×0,0× to 0,6×	440 $	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 $ or more	11,87 $0,00 $ to 105 $	0,11 $0,00 $ to 0,94 $	0,1×0,0× to 0,6×	169 $	3	112 741	20 to 21	0
@brainbreaks	Test again	0,20,0 to 8,7	16,87 $ or more	11,77 $0,00 $ to 435 $	0,12 $0,00 $ to 4,44 $	0,1×0,0× to 3,0×	147 $	8	97 823	20 to 86	1
@acadaily	Test again	0,00,0 to 6,9	11,94 $ or more	0,00 $0,00 $ to 344 $	0,00 $0,00 $ to 6,28 $	0,0×0,0× to 4,2×	82,17 $	14	54 781	00 to 68	1
@campus.cuts100% of posts look like low-quality views	Pause	0,00,0 to 2,8	238 $ or more	0,00 $0,00 $ to 141 $	0,00 $0,00 $ to 0,31 $	0,0×0,0× to 0,2×	671 $	12	447 418	00 to 28	0
@focusframes	Test again	0,00,0 to 4,3	18,68 $ or more	0,00 $0,00 $ to 215 $	0,00 $0,00 $ to 4,01 $	0,0×0,0× to 2,7×	80,52 $	4	53 679	00 to 43	1
@lecturehacks	Test again	0,00,0 to 3,7	11,27 $ or more	0,00 $0,00 $ to 186 $	0,00 $0,00 $ to 6,65 $	0,0×0,0× to 4,4×	41,91 $	6	27 942	00 to 37	0
@thestudypod100% of posts look like low-quality views	Pause	0,00,0 to 3,5	214 $ or more	0,00 $0,00 $ to 177 $	0,00 $0,00 $ to 0,35 $	0,0×0,0× to 0,2×	761 $	10	507 041	00 to 35	0
@unilifeclips100% of posts look like low-quality views	Pause	0,00,0 to 2,2	162 $ or more	0,00 $0,00 $ to 110 $	0,00 $0,00 $ to 0,46 $	0,0×0,0× to 0,3×	356 $	5	237 299	00 to 22	0

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

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

No pooled data yet for Amerikas Savienotās Valstis, Apvienotā Karaliste, Vācija, Indija, Kanāda, Brazīlija un Austrālija; 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
Market	Before, per day	During, per day	Extra	Share of the lift	Became paying	Based on
Amerikas Savienotās ValstisUnited States	28,8	74,7	945859 to 1 030	49%46% to 52%	10,2%	Your dataNo pooled data yet
Apvienotā KaralisteUK & Ireland	5,7	17,5	251220 to 281	13%11% to 15%	11,4%	Your dataNo pooled data yet
VācijaGermany, Austria & Switzerland	4,0	13,5	202177 to 227	11%9% to 12%	8,2%	Your dataNo pooled data yet
IndijaIndia	7,6	16,3	170134 to 203	9%7% to 10%	9,9%	Your dataNo pooled data yet
KanādaCanada	4,1	11,2	146122 to 170	8%6% to 9%	9,0%	Your dataNo pooled data yet
BrazīlijaBrazil	4,2	10,1	12196 to 144	6%5% to 7%	11,4%	Your dataNo pooled data yet
AustrālijaAustralia, 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
Market	Before, per day	During, per day	Extra	Share of the lift	Became paying	Based 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 Amerikas Savienotās Valstis, Indija, Apvienotā Karaliste, Austrālija, Brazīlija, Kanāda un Vācija.

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 $.

Revenue so far is what paying users have paid up to 2026. gada 12. sept., after refunds. The 383 customers who started paying since the first post have paid about 49,99 $ each so far (likely 49,99 $ to 49,99 $); 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 $).