Monitors how AI chatbots reference your brand across platforms and recommends improvements to increase visibility in AI responses. · AI Monitoring Tools
DEAD SLOW · CAUTIOUS
6.0 ShipScore / 10
Strong time-leverage and proven spend; entry near zero, platform dependence severe.
Condition: Only build if you own a fix-and-publish layer (content/schema changes that measurably move AI answers) for one vertical — not another tracking dashboard — and can prove a ranking lift within 60 days on 5 paying design partners.
Part I — The Verdict what the instruments read
01 — The ShipScore breakdown
Control
4
Entry barriers
3
Need
7
Time-freedom
8
Scale
8
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 $129/mo (assumed category price), you need 646 subscribers for a $1M/yr pace.
Nearest tracked rivals on that curve:
AmICited
$10k 12%
AIRIX - AEO / AI Visibility Platform
$2k 3%
Uisdom
$0k 0%
MarkupX Brands / EarlySEO
$100k 100%
Part II — The Evidence the receipts, good and bad
03 — Rival scan — corpus tracks 7 similar, 1 stalled under $2k MRR
AmICited
verified MRR $10k (x)
AIRIX - AEO / AI Visibility Platform
verified MRR $2k (trustmrr)
Uisdom
verified MRR $0k (x)
Just Ask by SEORCE
120 upvotes (producthunt)
Visby
166 reviews · 5.0★ (appsumo)
MarkupX Brands / EarlySEO
verified MRR $100k · CENTS 6.8 (x)
MarkupX Brands / EarlySEO — $100k verified MRR in adjacent AI-SEO space; distribution and audience already won.
AmICited — $10k verified MRR doing exactly this; head start on data and citation coverage.
Visby — 166 reviews at 5.0★ on AppSumo — lifetime-deal pricing collapses your monthly price floor.
Social proof of buying intent: Visby 166 reviews at 5.0★ on AppSumo; Just Ask by SEORCE 120 Product Hunt upvotes.
Stall risk visible: Uisdom verified at $0k MRR, and 1 of 7 tracked similars is stalled under $2k MRR.
No Reddit demand signals found and X probe unavailable — organic complaint/pull evidence is thin here.
05 — Risks
Feature commoditization: incumbent SEO suites bundle AI-visibility reporting for free, gutting standalone pricing.
Metric credibility — LLM answers are non-deterministic, so customers dispute whether your numbers or your 'improvements' are real.
Churn after curiosity: brands check AI mentions once, see they can't act on it, and cancel within 2-3 months.
AppSumo/LTD pricing in the category (Visby) trains buyers to expect one-time fees, not MRR.
06 — Kill switches — what kills this with one decision
LLM provider ToS and anti-automation controls (OpenAI, Google, Anthropic) — Blocking automated prompt querying or scraping removes the only data source your product measures.
Semrush/Ahrefs-class incumbents shipping AI visibility as an included module — Your entire value prop becomes a checkbox inside a tool customers already pay for.
Model providers publishing official citation/analytics data themselves — First-party stats become the trusted source and your proxy sampling loses all authority.
Divergence available · Seeing the cracks? Spin the model — variations of this idea engineered to beat 6.0.
Part III — The Plan if you insist on proceeding
07 — What this scan can't tell you
Cannot tell retention or churn behind AmICited's $10k or MarkupX's $100k — revenue may be one-off or agency-attached.
No Reddit or X signal means we can't see whether marketers actively complain about this problem unprompted.
Cannot verify how much of the tracked revenue comes from LTD/one-time deals versus true recurring subscriptions.
Scores judge the market and business model — not your ability to execute. Verified MRR = independently tracked revenue; reviews/upvotes = platform-reported. Judged 2026-08-05.
08 — The wedge & the next step
Skip pure monitoring: sell the remediation loop for one vertical (e.g. B2B SaaS comparison pages) — audit, publish the schema/content changes, then prove citation lift, priced on outcome.
Cheapest next step: Run 20 target prompts across ChatGPT/Perplexity for 5 named prospects, send each a one-page 'here's what AI says about you vs your rival' teardown, and ask for $250 to fix it this month.
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.
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.