Thread → human reply → AI citation
One loop, three screens. Everything else · rules, ratios, disclosures · is built in so you don’t get banned learning it.
01 · THREAD RADAR
Find the threads AI will cite, before comment #40
Monitors your keywords and subreddits through the official API and ranks threads by citation likelihood: already cited by an engine, Google Forums-tab position, velocity, intent. Every score explains itself.
High likelihood3
92What’s the best affordable product analytics tool for a small startup?
r/analytics·Cited by Perplexity·Promo OK
Draft 87How do you actually track whether ChatGPT recommends your product?
r/SaaS·Early · 11 comments/hr
1h 74Mixpanel vs Amplitude vs building your own: what do you run?
r/dataengineering·No promo · value only
9h Mentions allowed · disclosure required in-comment
We went through this exact evaluation in January (4-person team, ~40k MAU)… Watch for event-volume pricing cliffs before you shop on price.
Full disclosure: I work on Lumen.
✓Rewritten in my voiceCopy & open thread ↗
02 · COMPLIANCE + DRAFT
Reply like a human, with the rules in front of you
Every thread ships with its subreddit’s promo policy and your account’s readiness. Drafts answer the question first, auto-disclose any mention, and hard-block when your weekly cadence is spent. The software never posts. You copy, you post, you own it.
03 · CITATION TRACKER
Watch participation turn into AI citations
Your buying prompts run daily across ChatGPT, AI Overviews and Perplexity. When an engine starts citing a thread you joined, you get the match, the number your boss actually asked for.
PROMPTGPTAIOPPLX
best product analytics for startups
mixpanel alternatives 2026
Perplexity cited your r/analytics thread · yesterdayMATCH