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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.
Why this matters
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.
- · Built for Indie and small game studios running paid acquisition for mobile free-to-play titles without a dedicated growth analyst..
- · Most likely monetization: SaaS subscription.
The Pain · Narrative
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.
Score Breakdown
Market Signal
Go-to-Market
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 Scope · 1–2 weeks
- 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
Differentiation
Why This Might Fail
Self-rebuttal — the most important trust signal
- 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.
Evidence Summary
How AI synthesized this insight — no verbatim quotes
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.
Action Plan
Validate this opportunity before writing code
Recommended Next Step
Build
Strong demand signals detected. Real pain, real willingness to pay — start building an MVP.
Landing Page Copy Kit
Ready-to-paste copy based on real Reddit community language — no editing required
Headline
Mobile F2P UA Economics Copilot
Sub-headline
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.
Who It's For
For Indie and small game studios running paid acquisition for mobile free-to-play titles without a dedicated growth analyst.
Feature List
✓ 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
Where to Validate
Share your landing page in r/r/gamedev — that's exactly where these pain points were discovered.
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