Benchmarking dashboard showing indie mobile app developers which growth levers (pricing, onboarding, ASO) correlate with scaling past $50k MRR; $25/mo subscription. · Mobile app analytics
STOP · SKIP
4.6 ShipScore / 10
Strongest is time-leverage automation; weakest is need — free benchmark reports already satisfy it.
Condition: Only reconsider if you own proprietary, non-public revenue data from 500+ paying apps that RevenueCat and Appfigures cannot replicate, and 20 devs prepay $25/mo before you build.
Part I — The Verdict what the instruments read
01 — The ShipScore breakdown
Control
4
Entry barriers
3
Need
3
Time-freedom
8
Scale
5
What the five commandments measure
C — Control
Do you own the customer, or does a gatekeeper (an app store, an algorithm, one platform) stand between you and revenue? High = you hold the keys.
E — Entry
How hard is this to copy? High barriers protect you once in — but a well-loved incumbent means breaking in is expensive, and scores this low.
N — Need
Is demand proven with money, not vibes — verified rival revenue, funding, exit multiples, complaint volume? No market evidence caps this at 5.
T — Time
Can income detach from your hours? High = earns while you sleep; low = you bought yourself a job.
S — Scale
How far does it reach without linear cost? High = software margins to thousands of customers; low = growth means headcount.
ShipScore = the mean of the five, scored by Opus 5 on the evidence below — the same rubric for every idea, including the ones we generate ourselves. Inspired by MJ DeMarco's CENTS framework. Full rubric →
02 — The pace test — $1M/yr
At $25/mo (assumed category price), you need 3,334 subscribers for a $1M/yr pace.
Nearest tracked rivals on that curve:
WriteStack
$11k 13%
AppSprint
$8k 10%
Mobile app by @_maddox1337
$2k 2%
Part II — The Evidence the receipts, good and bad
03 — Rival scan — corpus tracks 3 similar
WriteStack
verified MRR $11k · CENTS 5.8 (x)
AppSprint
verified MRR $8k · CENTS 6.6 (x)
Mobile app by @_maddox1337
verified MRR $2k · CENTS 4.4 (x)
RevenueCat — Publishes the definitive State of Subscription Apps benchmarks free, sitting on the actual payment data.
Appfigures / Sensor Tower — Established ASO and market-intelligence dashboards with years of app-store data and paid indie tiers.
AppSprint (radar, $8k MRR) — Nearest tracked competitor already monetising indie mobile growth tooling at 4x your likely first-year run rate.
04 — Demand evidence
Zero Reddit demand signals found for these keywords — no observable complaint or search pull.
Radar tracks only 3 similar products; verified MRR tops out at $11k (WriteStack), $8k (AppSprint) — modest ceilings.
Weakest tracked peer sits at $2k MRR with CENTS 4.4, suggesting the niche punishes thin tooling.
No funded companies tracked in-space: could mean unproven demand as easily as open field.
05 — Risks
Cold-start data problem: benchmarks are worthless until hundreds of devs share revenue data they consider secret.
Free, better-sourced benchmark reports from payment infrastructure players make $25/mo hard to justify.
Correlation-not-causation: 'levers that correlate with $50k MRR' is survivorship bias devs will call out.
Target buyer (indie dev scaling past $50k MRR) is a very small global population.
06 — Kill switches — what kills this with one decision
Apple App Store Connect / Google Play Developer API terms — Restricting third-party aggregation or sharing of app revenue data removes your entire data supply.
RevenueCat expanding its free benchmarks into an interactive dashboard — One product release makes your paid tier redundant overnight, with superior first-party data.
Data-sharing consent/privacy pushback from contributing developers — If devs refuse to pool revenue figures, the benchmark has no denominator and dies.
Divergence available · Seeing the cracks? Spin the model — variations of this idea engineered to beat 4.6.
Part III — The Plan if you insist on proceeding
07 — What this scan can't tell you
Cannot tell whether indie devs would actually consent to sharing revenue data for aggregation.
Cannot verify how many apps globally sit near the $50k MRR threshold — your addressable buyer count.
Cannot assess whether you have privileged data access or founder credibility in the indie mobile scene.
Scores judge the market and business model — not your ability to execute. Verified MRR = independently tracked revenue; reviews/upvotes = platform-reported. Judged 2026-08-02.
08 — The wedge & the next step
Skip the generic dashboard; run a paid teardown cohort where 30 devs pool real numbers and get personalised lever recommendations — earn the dataset before selling access to it.
Cheapest next step: Post one free benchmark analysis using publicly available RevenueCat/Appfigures data in r/iOSProgramming and indie dev Slack groups; count how many ask for a paid, personalised version this week.
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.
Monitor this idea
Weekly re-scan against the live corpus. If the market moves this ShipScore by a point, or flips the verdict, you hear about it. Free while we're small.
One inspection a day, by email
App Radar scans TrustMRR, Product Hunt, AppSumo, the App Store, Reddit and X daily — momentum, beatable apps, funding heat.