Automates refund disputes for subscription app publishers by building per-user usage evidence, submitting to Apple and Google Play, and recovering lost revenue through a $149-$399/mo SaaS model or percentage-of-refunds pricing. · Mobile App Revenue Recovery
STOP · SKIP
4.6 ShipScore / 10
Automation keeps time strong, but it lives on Apple's refund API, so control fails.
Condition: Revisit only if 10+ publishers show refund losses large enough to justify $149+/mo, and Apple's channel remains open to third parties.
Part I — The Verdict what the instruments read
01 — The ShipScore breakdown
Control
3
C3: entirely dependent on Apple's consumption-data channel; Google offers little contest path.
Entry barriers
3
E3: AgentGuard is open-source, and ClaimPiper and Chargeblast already automate evidence workflows.
Need
5
N5: only Glamour's $11k MRR is verified, with unclear fit; zero Reddit signal.
Time-freedom
7
T7: automated evidence submission is productized, but per-app integrations need upkeep.
Scale
5
S5: global but narrow to subscription app publishers with meaningful refund volume.
What the five commandments measure
C — Control
Do you own the customer, or does a gatekeeper stand between you and revenue?
E — Entry
How hard is this to copy once it works? A rival's existence isn't the question — the durability of their advantage is.
N — Need
Is demand proven with money rather than vibes?
T — Time
Can income detach from your hours, or did you buy yourself a job?
S — Scale
How far does it reach without linear cost?
Scored on the evidence below, against CENTS as we've adapted it plus a Buffett-style moat reading of every rival — the same referee for every idea, including the ones we generate ourselves. The verdict follows the arithmetic: we never relabel a score to make it read better, and the weakest commandment is always named. The exact rubric stays in-house so the scale can't be written for.
02 — The pace test — $1M/yr
At $199/mo (assumed category price), you need 419 subscribers for a $1M/yr pace.
ClaimPiper — Already tracks refunds and disputes with evidence, which is the same core promise.
AgentGuard — Open-source usage-log evidence SDK drives the price of the core mechanism toward zero.
Chargeblast — Automated chargeback responses could extend into app-store refunds quickly.
04 — Demand evidence
Only one tracked similar product: Glamour at $11k verified MRR, and its fit is unclear.
No Reddit demand signals found for these keywords.
X complaints cite friendly fraud and users who consume about 90% of content and then refund (directional only).
levelsio built a custom auto-evidence system for Interior AI, showing pain among high-volume indie apps.
05 — Risks
Apple decides refunds unilaterally, so recovered revenue may be too small to justify $149-$399/mo.
Google Play offers little developer-side refund contest mechanism, which halves the pitch.
Subscription infrastructure vendors could bundle this as a free feature.
Percentage-of-refunds pricing is hard to attribute when the platform outcome is opaque.
06 — Kill switches — what kills this with one decision
Apple App Store refund policy and consumption-data API — One change to how Apple weighs or accepts developer data erases the product's value.
Subscription SDK vendors bundling refund handling — Bundling it free into existing dashboards removes any reason to buy a standalone tool.
Part III — The Plan if you insist on proceeding
07 — What this scan can't tell you
Cannot measure how much developer-submitted evidence actually shifts Apple's refund approvals.
No data on typical refund loss per publisher, so ROI is unverified.
X chatter mixes Stripe chargebacks with app-store refunds; its relevance to this idea is uncertain.
Scores judge the market and business model — not your ability to execute. Verified MRR = independently tracked revenue; reviews/upvotes = platform-reported. Judged 2026-10-17.
08 — The wedge & the next step
Apple-only refund defense for high-refund AI/content apps, priced on recovered revenue with verifiable before/after refund rates.
Cheapest next step: Ask 15 subscription app founders for their monthly Apple refund dollars and whether they would pay a recovery share.
Not quite it? Spin the model
Business-model variations of this idea, engineered to beat 4.6 — different vertical, audience, model, or wedge. Same harsh scale. Pro feature.
One evidence-backed gap a day, free
This one got a skip. Every morning the engine files one mined gap that could be a yes — idea, score, and what holds it back, free at 7am AEST. Unedited, like this verdict.
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