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lumen.app · AI-Citation Audit

Product analytics · vs mixpanel.com · amplitude.com · posthog.com
15 PROMPTS × 3 ENGINES · RUN JUL 3, 2026 · 10:29 UTC
Answers citing Reddit
15 /15
Answers you appear in
7
Best competitor
15 mixpanel.com
Joinable threads found
21
Reddit appears in every single AI answer across all 15 product analytics prompts tested, and mixpanel.com is cited in all 15 of them while lumen.app appears in only 7. That is a direct visibility gap costing lumen.app roughly half the AI-generated citations its top competitor collects, and 21 of the Reddit threads driving those citations are still open and available for a substantive reply.
ChatGPTGPT-5 · WEB SEARCH
Prompts answered15 / 15
Cited Reddit0
You appear0
Reddit-citation share swings hard week to week. Trends over snapshots.
Google AI OverviewsLICENSED SERP DATA
Prompts answered15 / 15
Cited Reddit15
You appear7
Heaviest Reddit citer for most categories. The Forums tab feeds it directly.
PerplexitySONAR API
Prompts answered15 / 15
Cited Reddit12
You appear0
Roughly half of Perplexity cited sources tend to be Reddit threads.
What the engines answered8 of 15 prompts shown · full set in the emailed report
PROMPTREDDIT CITEDWHO APPEARSTOP CITED THREAD
best product analytics tools 2026
DECISION · 3 ENGINES · 3 ENGINES
Yes
Youamplitude.commixpanel.composthog.com
r/saas · Posthog after the free tier what
product analytics for startups
DECISION · 3 ENGINES · 3 ENGINES
Yes
mixpanel.comamplitude.composthog.com
r/analytics · Is anyone else seeing ga4 sessions
affordable product analytics
DECISION · 3 ENGINES · 3 ENGINES
Yes
mixpanel.comamplitude.composthog.com
r/saas · Posthog after the free tier what
best product analytics for small business
DECISION · 3 ENGINES · 3 ENGINES
Yes
mixpanel.comamplitude.composthog.com
r/analytics · Is anyone else seeing ga4 sessions
product analytics pricing comparison
DECISION · 3 ENGINES · 3 ENGINES
Yes
amplitude.commixpanel.composthog.com
r/dataengineering · Mixpanel vs amplitude vs building your
is it worth paying for product analytics
CONSIDERATION · 3 ENGINES · 3 ENGINES
Yes
Youmixpanel.comamplitude.composthog.com
r/marketing · Can i promote my own analytics
product analytics alternatives to the popular tools
CONSIDERATION · 3 ENGINES · 3 ENGINES
Yes
mixpanel.comamplitude.composthog.com
r/analytics · What s the best affordable product
how do you choose product analytics
CONSIDERATION · 3 ENGINES · 3 ENGINES
Yes
Youamplitude.commixpanel.composthog.com
r/marketing · Ga4 is driving me insane what
Threads to join firstranked by citation likelihood · rules pre-checked
72
Posthog after the free tier what
r/saas·found in 1 engine answer·Rules check pending
75
Lightweight analytics that isn t google
r/webdev·found in 1 engine answer·No promo · value only
79
Is anyone else seeing ga4 sessions
r/analytics·found in 1 engine answer·Promo OK, disclose
18 more qualifying threads found. The live radar re-scores them every few minutes. That’s the paid product.
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All 15 prompts, every cited URL, and a weekly diff of where Lumen gains or loses AI citations. No bots, no auto-posting, ever.
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