REVIEW REPORT

TOMOGO! Post-Implementation Review Report

Phase 1-2 Assessment: 10-Day Review of the Day-10 Roadmap
Data Period: 2026/04/24 - 2026/05/07 | Previous Report: 2026/04/28 | Generated: 2026-05-08

0 Executive Summary

Daily Bookings
1.0/day
Target: 2.5/day | Previous baseline: 1.8/day
APP Install CPI
¥400
Expected: ¥880 | 55% below
CA-to-Booking Conversion Rate
15.6%
Previous month: 27.1% | -42%
ROAS
15.6%
Previous month: 31.3% | -50%
CRITICAL FINDING

Of the two levers identified in the previous report — (1) Ads: secure volume, (2) CRM: boost conversion rate — Lever (1) (Install ad restart) has been executed and CPI efficiency is better than expected (¥400 vs. projected ¥880). However, Lever (2) (CRM initiatives) remains untouched after 10 days, and the CA-to-booking conversion rate continues to halve month-over-month (39.2% → 27.1% → 15.6%). Even with increased installs, users cannot be converted to bookings. The structure is "turning on the faucet while the bucket has a hole." Immediate action on Phase 1 CRM initiatives is the top priority.

1 Phase Progress Tracker

PhaseDescriptionStatusImpact
Phase 1 CRM Optimization (Coupon UX, Push expansion, Email recovery) ⚠️ Not Started Expected: +26-31 bookings/month → Unrealized
Phase 2 Install Ad Restart (ContentView optimization) ✓ Started 4/29 CPI ¥400 (less than half of projection). Installs +109%. However, zero booking conversions
Phase 3 Messaging & Creative Testing (LP × Creative) 🔄 Partially Started Bar Hopping LP launched (4/30). Impact assessment pending
Phase 4 Product Integration — Not Started
Phase 5 Service Alignment → Day 10 Bookings — Not Started
INSIGHT

Because Phase 1 CRM initiatives remain unstarted, there is no mechanism to convert the users acquired through Phase 2 into bookings. The previous report positioned Phase 1 as "quick-win measures" designed to boost conversion rates before Phase 2 effects materialized (2-week lag). This sequencing delay is directly reflected in current results.

2 The Install Paradox — Volume Secured, Quality in Question

2a. Better-than-Expected CPI

APP_INSTALLS CPI: ¥400 (less than half of projected ¥880). 277 installs over 7 days (39.6/day).

CountryCPI
AU¥1,129
US¥2,075
NZ¥690

ENGAGEMENT budget significantly reduced from ¥1.13M to ¥94K — in line with report recommendations.

EVIDENCE ✓

APP_INSTALLS campaign CPI efficiency significantly exceeded expectations. ENGAGEMENT budget reduction was also implemented in accordance with report recommendations.

2b. Install Quality Gap

MetricAPP_INSTALLS (May)OUTCOME_SALES (May)OUTCOME_SALES (Apr)
Installs2771061
CPI¥400¥38,120¥23,120
In-App ContentView/Install141%1,390%903%
App Purchase027
App Cart Add0211
App Search/Install91%420%402%
WARNING

APP_INSTALLS In-App ContentView rate is 141%, compared to 1,390% for OUTCOME_SALES — roughly 1/10th. The previous report's finding that "WEB Conv-sourced installs show 7x the in-app engagement rate of direct installs" is reproduced exactly. CPI efficiency is strong, but there is a significant quality gap in post-install in-app behavior.

2c. Awaiting 2-Week Lag Verification

Install ad restart was on 4/29. The previous report's correlation analysis showed an Install-to-Booking effect at 12-day lag (r=0.70). This means effects may begin to appear around 5/11-13.

However: Full-period AF Install-to-Booking correlation has shifted to r=-0.018 (near zero). Whether the post-period-only r=0.66-0.76 still holds requires verification.

INSIGHT

Around 5/13 is the first decision point. If bookings do not increase by then, it is highly likely that APP_INSTALLS-sourced users "can be acquired in volume but do not convert to bookings." In that case, budget reallocation toward WEB Conv (OUTCOME_SALES) should be considered.

2D AppsFlyer Install Quality Verification

iOS + Android Combined May Results

CampaignInstallsSessionsSess/Inst
[iOS]APP_Conversion1164193.6
[Android]APP_Conversion1495423.6
[WEB]Conversion_Main5173.4
ASA14473.4

Country Breakdown: May APP_Conversion (iOS + Android est.)

CountryInstallsSess/Inst
US~1253.4-3.5
AU~993.7
CA~273.7
NZ~103.8
INSIGHT

Based on AppsFlyer Sessions/Install, the quality gap between APP_Conversion and WEB Conversion is minimal (3.4-3.7). However, Meta CSV In-App ContentView/Install rates show APP_INSTALLS at 141% vs. OUTCOME_SALES at 1,390% — a roughly 10x difference.

This discrepancy is due to different measurement layers: AppsFlyer measures sessions (app opens), while Meta measures ContentView (tour detail views). Sessions only require opening the app; ContentView requires active engagement. In other words, APP_Conversion users "open the app but don't browse tours" — suggesting an onboarding problem.

Installs by Campaign Objective: Apr vs May

Monthly Bookings & CPO Trend

3 Funnel Breakdown Analysis

MonthTrafficCABookingsTraffic→CACA→BookingTraffic→Booking
2026/03 12,833265104 2.1%39.2%0.8%
2026/04 8,99819252 2.1%27.1%0.6%
2026/05 2,202457 2.0%15.6%0.3%
CRITICAL

CA-to-booking conversion rate is roughly halving every month. Traffic-to-CA rate remains stable at 2.0-2.1%, meaning the problem lies downstream of CA. The CA flow change (2/20) flagged in the previous report may be having a prolonged impact.

May Booking Characteristics

All First-Time Bookings
7
Repeat: 0% (Apr: 25%)
App / Web
6 / 1
App ratio: 86%
Gender
F4 / M2
1 Unknown
AOV
¥21,356
Apr: ¥24,407 (-13%)

3B Funnel Deep-Dive: Pinpointing Drop-offs

Main Funnel: View Home → Tour Detail → CA → Booking

StepMarAprMay (1-7)Mar→AprApr→May
View Home 4,3363,1721,072 -27%-66%
View Tour Detail 1,756 (40.5%) 1,093 (34.5%) 373 (34.8%) -38%-66%
Create Account 184 (10.5%) 116 (10.6%) 30 (8.0%) -37%-74%
Complete Booking 33 (17.9%) 19 (16.4%) 2 (6.7%) -42%-89%
Overall CVR 0.76%0.60%0.19%

* Percentages in parentheses are step-to-step conversion rates

Sub-Funnel: Booking Flow Internal

View Tour Detail → TL Detail Select → Tap Booking → Confirmation → Complete Booking

StepMarAprMay (1-7)
View Tour Detail Page 1,6971,073367
View TL Detail Select 115 (6.8%) 75 (7.0%) 24 (6.5%)
Tap Booking 41 (35.7%) 33 (44.0%) 7 (29.2%)
View Confirmation 23 (56.1%) 17 (51.5%) 1 (14.3%)
Complete Booking 7 (30.4%) 5 (29.4%) 0 (0%)
COLLAPSE POINT IDENTIFIED

Collapse point identified: Tap Booking → View Confirmation

Conversion rate collapsed from 56.1% → 51.5% → 14.3%. In May, 7 users reached Tap Booking, but only 1 reached Confirmation. 6 users dropped off at this step.

The CA flow change (2/20) moved account creation to just before booking, meaning a CA (registration) flow is likely inserted after Tap Booking. Unregistered users who tap "Book" are then asked to create an account and drop off at that point.

DEVELOPMENT TEAM: 3 QUESTIONS

Three items to confirm with the development team:

  1. Post-Tap Booking flow — At what point is CA (account registration) inserted?
  2. Tour availability — TL capacity and available slots during the May Golden Week period
  3. Errors/crashes — Whether any app errors occurred between Tap Booking and Confirmation

Main Funnel: 3-Month Comparison

4 Media Performance

Meta Ads — By Campaign Objective (May)

ObjectiveCostInstallsIn-App CV/InstPurchaseCPI / CPO
APP_INSTALLS ¥110,951277141%0CPI ¥400
OUTCOME_SALES ¥381,239101,390%4CPO ¥95,310
ENGAGEMENT ¥94,32610%0
Total ¥586,5162884CPO ¥146,629
INSIGHT

OUTCOME_SALES is the only objective generating Purchases. The previous report recommended "adjusting ENGAGEMENT budget share from 44% to 10-15%." ENGAGEMENT was reduced from ¥1.13M to ¥94K (91.7% cut). However, the freed budget shifted to APP_INSTALLS, and overall booking efficiency has not improved.

Country Performance (May, Meta)

CountryCostInstallsCPIPurchase
US ¥300,876145¥2,0753
AU ¥119,622106¥1,1290
CA ¥72,30425¥2,8920
GB ¥37,9042¥18,9521
Others ¥55,810100
INSIGHT

The previous report recommended "AU priority → US." CPI efficiency favors AU (¥1,129) over US (¥2,075), but Purchases came only from US (3). AU has strong install efficiency but faces conversion challenges.

Placement Performance (May, Meta)

PlacementCostCPCInstallsPurchasePrevious Month CPC
Feed ¥266,765¥37382¥53
Stories ¥136,259¥24172¥28
Reels ¥117,851¥119710¥72
FB Reels ¥38,650¥118950¥98
FB Feed ¥22,284¥89620¥91
WARNING

Reels CPC increased 65% from ¥72 to ¥119, while Feed CPC improved from ¥53 to ¥37. Purchases came only from Feed (2) and Stories (2). Reels/FB Reels/FB Feed generated many installs but zero Purchases — these are APP_INSTALLS campaign placements.

Gender × Age (Purchase Segments, May OUTCOME_SALES)

SegmentCostPurchaseCost per Purchase
female 35-44¥49,1182¥24,559
male 25-34¥99,5671¥99,567
female 25-34¥72,1161¥72,116
INSIGHT

Purchases came only from the 25-44 age range, consistent with the previous report's recommendation (25-54 targeting). However, sample sizes are too small for statistical conclusions.

Google / TikTok / ASA

MediaCostKey MetricCVVerdict
Google Search General EN ¥261,000CPC ¥1,0670 Pause recommended
TikTok ¥72,000organicPost boost0 Pause recommended
ASA ¥40,000CPI ¥1,61325 installs Continue
ACTION REQUIRED

Google Search General EN (CPC ¥1,067) has extremely poor cost efficiency. TikTok organicPost boost also has zero CV and needs a continuation decision. ASA at CPI ¥1,613 is within acceptable range — recommended to continue.

4B Google Ads Search Query Audit — ¥482K Waste Identified

Campaign Summary

CampaignCostClicksCPCCVVerdict
Brand EN ¥121,309438¥2772.0 ✔️ Continue
General EN ② In-Market ¥252,390212¥1,1910 ❌ Pause recommended
General EN ③ Experience ¥107,43496¥1,1190 ❌ Pause recommended
General EN ④ Seasonal ¥13,48253¥2540 ❌ Pause recommended
General EN ① Awareness ¥2,3652¥1,1820 ❌ Pause recommended
General JP ② In-Market ¥50,359143¥3520 ⚠️ Needs discussion
General JP ③ Experience ¥44,820104¥4310 ⚠️ Needs discussion
General JP ④ Seasonal ¥11,13735¥3180 ⚠️ Needs discussion

Top 10 Waste Queries

Search QueryCostClicksCPCCV
private tour guide tokyo ¥17,1438¥2,1430
private tours of japan ¥15,6901¥15,6900
tokyo private tours ¥14,2384¥3,5600
local guides in japan ¥10,9381¥10,9380
tokyo bar tour ¥9,2437¥1,3200
private tour guide in osaka japan ¥7,0983¥2,3660
trip to japan ¥6,4052¥3,2020
tokyo nightlife tour ¥6,3443¥2,1150
shinjuku bar hopping tour ¥6,1112¥3,0560
osaka tours by locals ¥5,9995¥1,2000
WASTE IDENTIFIED: ¥376K

General EN total: ¥375,671 spent, 0 conversions. CPC of ¥1,100-1,200 is 4x that of Brand (¥277). High-CPC queries like "private tour" and "local guide" are driving up costs. Immediately pausing General EN frees ¥376K/month (¥12.5K/day) for reallocation to Meta APP_Conversion or CRM initiatives.

RECOMMENDED ACTIONS
  1. General EN: Pause immediately — ¥376K/month with 0 CV. Reallocate to Meta APP_Conversion budget increase or CRM initiative investment
  2. Brand EN: Continue — Only campaign generating CVs. Needed for branded search defense
  3. General JP: Needs discussion — CPC ¥350-430 with 0 CV, but evaluate whether it has value as a JP market test

5 Correlation Structure Update

Previous report (post-period only): Install → BK r=0.66-0.76 (7-day lag)

Recalculation with full-period data:

MetricSame-Day CorrelationOptimal LagOptimal Correlation
View Home (APP)r=0.5740 daysr=0.574
Create Account (APP)r=0.4103 daysr=0.423
Page Viewed (WEB)r=0.3457 daysr=0.466
Start Session (WEB)r=0.3086 daysr=0.419
Ad Costr=0.3431 dayr=0.351
AF Installsr=-0.0185 daysr=-0.053
CRITICAL CHANGE

AF Installs booking correlation has shifted to r=-0.018 (near-zero to slightly negative). This is a significant deterioration from the post-period-only analysis (r=0.66-0.76). With full-period data, more installs do not guarantee more bookings. Meanwhile, View Home (r=0.574) and Create Account APP (r=0.41) maintain positive correlations.

INSIGHT

This correlation shift may be influenced by the qualitative change in installs since April (shift from ENGAGEMENT-heavy to APP_INSTALLS). The post-period-only correlation needs to be recalculated to confirm whether a structural change has occurred.

6 Implementation Timeline

Outstanding Critical Actions

NOT IMPLEMENTED

7 Decision Points & Recommendations

Decision Point (1): 5/13 — Install-to-Booking Lag Effect Verification

Install ads restarted on 4/29. The 12-day lag peak effect is expected around 5/11-13.

ScenarioConditionAction
Bookings increase Daily bookings ≥ 2.0 as of 5/13 Consider expanding APP_INSTALLS budget (CA-to-booking conversion improvement still needed separately)
Bookings flat Daily bookings < 1.5 as of 5/13 Conclude APP_INSTALLS-sourced users do not convert to bookings. Concentrate budget on OUTCOME_SALES

Decision Point (2): Google / TikTok Continuation

MediaDecisionRationale
Google Search General ENPause recommendedCPC ¥1,067, CV 0
TikTok organicPostPause recommended¥38K, CV 0
Google Brand EN + General JPRoom to continueBranded search defense + JP market test
ASAContinueCPI ¥1,613, strong install performance

Top Priority Action: Immediate Phase 1 CRM Implementation

HIGHEST PRIORITY

Phase 1 (CRM optimization) from the previous report was designed as "quick-win measures." Ten days have passed without action, and this delay is a contributing factor to the booking slump. The following should be initiated this week:

  1. Coupon UX improvement: Display ebr20 on the profile screen and within the booking flow (dev team)
  2. Cart abandonment Push expansion: Relax MoEngage trigger conditions (expand from 4 to 40 eligible users/month)
  3. New first-time coupon Push: Send coupon notification 24-48 hours post-install (new MoEngage flow)
  4. Age targeting adjustment: Exclude 55+ (APP_INSTALLS showed 14+9=23 installs with low in-app rates)

8 Updated Roadmap

Schedule Revision

PhaseOriginal ScheduleRevisedStatus
Phase 1 CRM Week 1-2 (4/28-5/11) Start this week → Key initiatives implemented by 5/15 ⚠️ Delayed
Phase 2 Install Week 2-4 (5/5-5/25) In progress. Lag effect verification on 5/13 ✓ In Progress
Phase 2b Install Quality — (New) Decision on 5/13. Compare APP_INSTALLS vs OUTCOME_SALES booking conversion 🆕 Added
Phase 3 Creative Testing Week 4-8 Bar Hopping LP first. Other LPs from 5/19 onward 🔄 Partially Started

Updated KPI Targets

KPICurrent (5/7)Phase 1 TargetPost-Phase 2Final Target
Daily Bookings 1.02.03.0-4.010
Weekly Installs 534Maintain250-500500
CA-to-Booking CVR 15.6%25%+30%+40%+
Coupon Utilization Rate 24.3%35%40%50%
Push Bookings 5/month15/month20/month50/month