CannibalGuard

Crawls and fingerprints AI-generated content sites to detect keyword cannibalization, duplicate-content bloat, and indexation waste before Google penalizes them; sold to SEO agencies and in-house teams. · SEO Audit & Monitoring

DEAD SLOW · CAUTIOUS

6.0 ShipScore / 10

Strong productized economics; weakest is entry — SEO suites already audit cannibalization.

Condition: Prove agencies pay for AI-content bloat detection that Screaming Frog/Semrush reports don't already surface — 10 paid pilots at $99+ before building the crawler.

Part I — The Verdict what the instruments read

01 — The ShipScore breakdown

Control

C6 — own crawler, but leans on Google Search Console API/index data.

Entry barriers

E3 — Bold Pilot plus every SEO suite ships cannibalization audits.

Need

N6 — established paid SEO-audit category; zero Reddit/X demand for this wedge.

Time-freedom

T8 — crawl-and-report SaaS runs without operator hours.

Scale

S7 — global SEO agencies and in-house teams, digital delivery.

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 $99/mo (assumed category price), you need 842 subscribers for a $1M/yr pace.

Nearest tracked rivals on that curve:

Originality.ai

$200k 100%

X · active

Part II — The Evidence the receipts, good and bad

03 — Rival scan — corpus tracks 1 similar

Originality.ai

reported MRR $200k · founder-reported · X-chatter: some (anchor)

X · active

Originality.ai — $200k MRR anchor in AI-content detection; could bolt on site-level indexation auditing.
Bold Pilot — Already flags keyword cannibalization directly via Search Console — same core promise.
Flash-Index / WP Instant Indexing — Owns the indexation-control workflow and the WordPress distribution channel.

04 — Demand evidence

Originality.ai reports $200k MRR (founder-reported), showing real spend on AI-content tooling.
Corpus tracks only 1 similar product; 0 verified-revenue stalls under $2k MRR — thin comparative signal.
Zero Reddit signals and near-zero X chatter for these keywords — demand for this specific wedge is unproven.
Launch activity (Bold Pilot, CopycatDetect, KeywordNumbers) shows builders circling, but single-digit engagement.

05 — Risks

Feature-not-product: Semrush/Ahrefs/Screaming Frog can add AI-bloat flags in a sprint.
Google algorithm shifts could make 'AI penalty' fear evaporate, killing the pitch.
Crawl costs scale with client site size while pricing stays flat.
No observed complaint volume means you may be selling a problem nobody prioritizes.

06 — Kill switches — what kills this with one decision

Google Search Console API quotas/terms — Rate limits or access change guts cannibalization data you can't self-crawl.
Semrush/Ahrefs shipping an AI-bloat audit module — Bundled free into tools agencies already pay for; your standalone price dies.
Google publicly clarifying it doesn't penalize AI content — Removes the fear that is the entire sales narrative.

Part III — The Plan if you insist on proceeding

07 — What this scan can't tell you

Cannot tell whether agencies already solve this inside existing Screaming Frog/Sitebulb workflows.
No data on Originality.ai's roadmap or whether it's entering SEO auditing.
Silent Reddit/X may mean a niche B2B buyer who simply doesn't post publicly.

Scores judge the market and business model — not your ability to execute. Verified MRR = independently tracked revenue; reviews/upvotes = platform-reported. Judged 2026-09-29.

08 — The wedge & the next step

Sell to agencies running AI-content publishing at scale: per-site 'indexation waste' dollar report they can forward to clients.

Cheapest next step: Cold-DM 20 SEO agencies running AI content farms; offer a manual $199 audit of one site and count who pays.

Not quite it? Spin the model

Business-model variations of this idea, engineered to beat 6.0 — different vertical, audience, model, or wedge. Same harsh scale. Pro feature.

One evidence-backed gap a day, free

Close — but conditional. Every morning the engine files one mined gap, scored on the same harsh scale as this one. Free at 7am AEST, unedited.

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