CASE STUDY — ZUMI

From zero to 53K signups a month.

Mobile App · AI Companion

Valid × Zumi

What surprised us most: the cheapest registrations of the whole campaign came at the peak of scale — not before it.

The result

$306K of spend across three channels over eight months. The efficiency numbers are the ones worth looking at twice.

164,114 Total registrations from zero in September
53,327 Peak monthly regs March 2026
$1.87 Blended CPR all channels, full period
$1.26 Best monthly CPR March, after consolidation
−39% CPR improvement December → March
65.2% Install → reg rate stable across the ramp
251,574 Total installs AppsFlyer, all channels
125% Goal attainment 45,223 vs 36,000 target
The brief

One job: scale signups, keep them cheap.

Zumi is an AI companion app — you make one, talk to it, feed it candy, and it grows. Freemium, with Zumi Plus at $2.99/week. The original media plan set a single job: show growth over time while keeping cost-per-registration efficient. Once AppsFlyer was firing the signup event, Meta's optimization switched from install to signup and CPR became the number that mattered. Mid-campaign, the client set a concrete target: 36,000 signups by end of March.

  • MoM growth in signups and installs
  • Keep CPR efficient while scaling spend
  • Switch optimization from install to signup
  • 36,000 signups by end of March
How it landed: 45,223 signups by end of March — 125% of the target.
The move

We cut Google and TikTok, and ran Meta only.

In late February we made two structural changes at once: we ran Meta only, and inside Meta we collapsed several geo-specific campaigns into a few worldwide-targeted ones. One algorithm, one pool of signal, roughly the same weekly budget. Comparing the four weeks before to the four weeks after isolates what that did.

Pre-consolidation Jan 26 – Feb 16 · 4 weeks
CPR$3.97
Spend$54,094
Installs17,467
Registrations13,623
Install → Reg78%
Post-consolidation Feb 23 – Mar 16 · 4 weeks
CPR$2.09
Spend$71,099
Installs44,472
Registrations33,940
Install → Reg76%
CPR−47%
CPI−48%
Installs+155%
Registrations+149%

Spend rose 31% between the two windows; installs rose 155% and registrations 149%. The extra spend explains a small fraction of that — the rest is the consolidation.

Why it worked

One big learning set, not many small ones.

Channel consolidation. Through Sep–Jan we ran the original 30/30/40 split across Meta, Google and TikTok — a hedge while we found which algorithm could deliver quality signups at volume. TikTok wound down in January; Google paused at the end of February. After that, Meta was the only channel.

Campaign consolidation. Inside Meta, several geo-specific campaigns were collapsed into a few worldwide-targeted ones — fewer campaigns competing for the same audience, more signal per campaign, less wasted learning.

Quality didn't move. Install-to-registration held at 64–80% from December through April — the highest blended rate (74.5%) came in April, after the scale peak. We were buying cheaper installs, and they registered just as well as the expensive ones.

Channel mix · $306,340 total
Meta 74% $226,492
Google 22% $66,496
TikTok 4% $13,353
Monthly trajectory

Registrations climbed as cost kept falling.

All channels combined. February and March sit on either side of the consolidation — and March, the peak-volume month, was also the cheapest.

Monthly registrations vs. cost per registration
Registrations CPR ($)
20k40k60k $1$2$3 SepOctNovDecJanFebMarApr
MonthSpendMetaGoogleTikTok InstallsRegsCRCPICPR
Sep 2025$1,181$1,080$100 1
Oct 2025$7,849$3,223$4,334$292 2,652$2.96
Nov 2025$29,209$8,486$15,330$5,393 17,5522,02711.5%*$1.66
Dec 2025$38,163$15,587$15,259$7,317 26,01418,32870.5%$1.47$2.08
Jan 2026$55,847$39,779$16,068 33,07424,37173.7%$1.69$2.29
Feb 2026$75,151$59,396$15,404$351 73,71247,26964.1%$1.02$1.59
Mar 2026$67,323$67,323 73,33353,32772.7%$0.92$1.26
Apr 2026$31,618$31,618 25,23618,79274.5%$1.25$1.68

* November CR is understated — AppsFlyer wasn't fully tracking the signup event yet. The highlighted March row is the cheapest month.

Methodology. Zumi · AI companion app (iOS), Sep 2025 – Apr 2026, English-speaking markets. Channels: Meta, Google, TikTok; MMP: AppsFlyer. All figures pulled from the connected ad accounts and AppsFlyer. CPR = spend ÷ registrations; CPI = spend ÷ installs; CR = registrations ÷ installs.

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