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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 · 04:12 UTC
Answers citing Reddit
12 /15
Answers you appear in
2
Best competitor
7 posthog
Joinable threads found
9
The gap is the opportunity. 80% of AI answers for your buying prompts lean on Reddit threads, but Lumen shows up in only 2 of them, while posthog.com appears in 7. The 9 threads below are live, promo-tolerant, and already feeding the engines' answers.
ChatGPTGPT-5 · WEB SEARCH
Prompts answered5 / 5
Cited Reddit4
You appear1
Reddit-citation share swings hard week to week, trends over snapshots.
Google AI OverviewsLICENSED SERP DATA
Prompts answered5 / 5
Cited Reddit5
You appear0
Heaviest Reddit citer for your category. Forums tab feeds it directly.
PerplexitySONAR API
Prompts answered5 / 5
Cited Reddit3
You appear1
Roughly half of Perplexity’s cited sources are Reddit threads.
What the engines answered8 of 15 prompts shown · full set in the emailed report
PROMPTREDDIT CITEDWHO APPEARSTOP CITED THREAD
best product analytics for startups
DECISION · 3 ENGINES
Yes
Youposthogmixpanel
r/analytics · “best affordable product analytics tool…”
mixpanel alternatives 2026
DECISION · 3 ENGINES
Yes
posthogamplitude
r/dataengineering · “Mixpanel vs Amplitude vs building your own”
amplitude vs mixpanel pricing
DECISION · 3 ENGINES
Yes
mixpanelamplitude
r/SaaS · “Amplitude pricing cliff, anyone negotiated?”
ga4 alternative for small business
DECISION · 3 ENGINES
Yes
posthog
r/marketing · “GA4 is driving me insane…”
how to track feature adoption
CONSIDERATION · 3 ENGINES
Yes
no brands
r/ProductManagement · “measure adoption without drowning…”
cheap analytics tool for saas
DECISION · 3 ENGINES
Yes
Youposthog
r/webdev · “lightweight analytics that isn’t Google”
is posthog worth it
CONSIDERATION · 3 ENGINES
Yes
posthog
r/SaaS · “PostHog after the free tier, real costs?”
best north star metric examples
AWARENESS · 3 ENGINES
No
no brands
· engines answered from blogs/docs only
Threads to join firstranked by citation likelihood · rules pre-checked
92
What’s the best affordable product analytics tool for a small startup in 2026?
r/analytics·4h · 34 comments·Promo OK, disclose
CITED · PERPLEXITY
87
How do you actually track whether ChatGPT recommends your product?
r/SaaS·1h · 12 comments·Promo OK, flair req.
EARLY
74
Mixpanel vs Amplitude vs building your own: what do you actually run?
r/dataengineering·9h · 56 comments·No promo · value only
CITED · CHATGPT
6 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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