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Mobile F2P UA Economics Copilot
Build a SaaS dashboard that gives small mobile game studios a clear view of whether acquisition spend is sustainable, using retention, payer conversion, ARPPU, ROAS, and payback modeling. The product should go beyond analytics by flagging unsafe campaigns early and recommending spend cuts, creative changes, or monetization fixes.
為什麼這很重要
You are a small studio spending real money to buy players, but every install feels expensive and every month of delayed payback increases stress. You can see top-line ROAS, yet it is hard to tell whether weak week-three retention, low payer conversion, or poor offer design is the true reason profitability keeps slipping away. Generic analytics show charts, but they do not answer the question you actually care about: should you scale, pause, or redesign. Without a dedicated growth specialist, you end up making risky spend decisions with partial data and slow feedback loops.
- · 專為 Indie and small game studios running paid acquisition for mobile free-to-play titles without a dedicated growth analyst. 打造。
- · 最可能的變現方式：SaaS subscription。
痛點敘事
You are a small studio spending real money to buy players, but every install feels expensive and every month of delayed payback increases stress. You can see top-line ROAS, yet it is hard to tell whether weak week-three retention, low payer conversion, or poor offer design is the true reason profitability keeps slipping away. Generic analytics show charts, but they do not answer the question you actually care about: should you scale, pause, or redesign. Without a dedicated growth specialist, you end up making risky spend decisions with partial data and slow feedback loops.
得分構成
市場信號
Go-to-Market 啟動方案
Founders or product leads at 2-20 person studios with at least one live mobile F2P game and ongoing paid acquisition.
~3K-10K realistic initial buyers globally
SEO long-tail
$149/month
10 paying studios connecting ad and revenue data within 30 days of launch
MVP 方案 · 1-2 週
- Define a canonical metric schema for CPI, D1/D7/D30 retention, payer conversion, ARPPU, ROAS, and payback days
- Build CSV upload flows for ad spend and game revenue exports
- Create a simple dashboard with profitability and payback charts by campaign and country
- Add configurable thresholds such as maximum CPI and target payback window
- Interview 5 small studio operators and validate the most-used spreadsheet views
- Add rule-based alerts that mark campaigns as scale, hold, or cut
- Implement a scenario simulator for changing retention, conversion, and ARPPU inputs
- Ship one-click benchmark comparison against common mobile F2P target ranges
- Add weekly email summaries with top risks and suggested actions
- Pilot with 3 studios using live data and refine alert wording based on trust and usefulness
差異化
為什麼這件事可能失敗
自我反駁——最重要的信任度信號
- 1Studios with meaningful budgets may already have custom BI and see no need for a specialized overlay.
- 2The recommendation engine may be too simplistic if it cannot account for title-specific economies and attribution noise.
- 3The addressable market is limited if many indies abandon mobile F2P rather than optimize within it.
證據綜述
AI 如何合成此洞察——無原話引用
The discussion repeatedly centers on acquisition economics rather than pure game quality. Roughly half the comments reference install costs, payback windows, campaign setup, or the absence of dedicated marketing expertise. Several participants use concrete financial thresholds, showing that buyers think in ROI terms and would value software that improves spending decisions.
行動計畫
在寫程式之前，先驗證這個商機
建議下一步
直接做
需求訊號強烈。痛點真實、付費意願明確——啟動 MVP 開發。
落地頁文案包
基於真實 Reddit 評論整理的即用文案，可直接貼到落地頁
主標題
Mobile F2P UA Economics Copilot
副標題
Build a SaaS dashboard that gives small mobile game studios a clear view of whether acquisition spend is sustainable, using retention, payer conversion, ARPPU, ROAS, and payback modeling. The product should go beyond analytics by flagging unsafe campaigns early and recommending spend cuts, creative changes, or monetization fixes.
目標使用者
適合：Indie and small game studios running paid acquisition for mobile free-to-play titles without a dedicated growth analyst.
功能列表
✓ Unified dashboard for CPI, ROAS, payback, retention, and payer metrics ✓ Early warning alerts when campaigns are unlikely to recover spend within target windows ✓ Scenario planner for how small changes in conversion, ARPPU, or retention affect profitable CPI caps
去哪裡驗證
把落地頁連結發布到 r/r/gamedev——這裡就是這些痛點被發現的地方。
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