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Analytics dashboard for Substack/Ghost creators tracking subscriber LTV, ad CPMs, and churn; sold as creator subscription. · Creator Analytics SaaS

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4.2 ShipScore / 10

Strongest: time-freedom of SaaS. Weakest: entry — platforms bundle analytics free.

Condition: Only reconsider if you find 20+ paying newsletters spending on ad-revenue/LTV reporting Substack cannot produce, plus a stable data path (Ghost API, ESP webhooks) that survives Substack having no public API.

Part I — The Verdict what the instruments read
01 — The ShipScore breakdown
Control
3
Entry barriers
2
Need
4
Time-freedom
7
Scale
5
What the five commandments measure
C — ControlDo you own the customer, or does a gatekeeper stand between you and revenue?
E — EntryHow hard is this to copy once it works? A rival's existence isn't the question — the durability of their advantage is.
N — NeedIs demand proven with money rather than vibes?
T — TimeCan income detach from your hours, or did you buy yourself a job?
S — ScaleHow 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 $29/mo (assumed category price), you need 2,874 subscribers for a $1M/yr pace.

Nearest tracked rivals on that curve:

LLM Gateway
$58k 70%
Peekaboo
$43k 52%
→ moat stable

A rival's moat trend is its verified-revenue trajectory, not its rating — a 4.9★ incumbent with eroding revenue is a different opponent than a widening one. How it's computed →

Part II — The Evidence the receipts, good and bad
03 — Rival scan — corpus tracks 2 similar
LLM Gatewayverified MRR $58k · CENTS 6.8 (trustmrr)
Peekabooverified MRR $43k · CENTS 6.8 (trustmrr)→ moat stable
04 — Demand evidence
05 — Risks
06 — Kill switches — what kills this with one decision
Part III — The Plan if you insist on proceeding
07 — What this scan can't tell you

Scores judge the market and business model — not your ability to execute. Verified MRR = independently tracked revenue; reviews/upvotes = platform-reported. Judged 2026-08-04.

08 — The wedge & the next step

Skip the generic dashboard; sell ad-revenue proof-of-performance reports (verified CPM, cost-per-subscriber, sponsor-ready media kits) to newsletters already selling sponsorships — a number platforms don't compute and sponsors demand.

Cheapest next step: DM or email 25 newsletters that ran sponsorships last month, ask what they currently send sponsors and whether they'd pay $29/mo for automated verified reporting; if fewer than 5 say yes, drop it.

Not quite it? Spin the model

Business-model variations of this idea, engineered to beat 4.2 — 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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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.

ShipScore is scored on a rubric inspired by the CENTS framework by MJ DeMarco (The Millionaire Fastlane · UNSCRIPTED). Will It Ship is not affiliated with or endorsed by MJ DeMarco.
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