Analytics dashboard for Substack/Ghost creators tracking subscriber LTV, ad CPMs, and churn; sold as creator subscription. · Creator Analytics SaaS
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.
| 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.
At $29/mo (assumed category price), you need 2,874 subscribers for a $1M/yr pace.
Nearest tracked rivals on that curve:
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 →
| LLM Gateway | verified MRR $58k · CENTS 6.8 (trustmrr) | |
| Peekaboo | verified MRR $43k · CENTS 6.8 (trustmrr) | → moat stable |
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.
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.
Business-model variations of this idea, engineered to beat 4.2 — different vertical, audience, model, or wedge. Same harsh scale. Pro feature.
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.
Free forever · one email a day · unsubscribe in one click.
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.