What to Track After You Post: Reply Analytics for Founders

Most founders post the comment and move on. The ones who compound treat publishing as the start of measurement — because what happens after the click tells you what to do next.

The four post-publish metrics

1. Score trajectory. A comment that hits +5 in its first hours is being received well — and earns the thread's top spot, which is what later readers see. Flat or negative scores on value-first replies mean the thread wasn't the fit the score suggested — recalibrate.

2. Removal status. Comments get removed silently days later as mods sweep. Tracking removal per subreddit surfaces which communities tolerate your style and which don't — the single most actionable safety metric you have.

3. Thread ranking. Did the thread make Google's first page for its query? A yes means your comment keeps working indefinitely — these are the assets to protect (and the thread types to hunt more of).

4. Downstream response. Poster replies, follow-up questions, DMs generated, profile clicks, signups attributed. The conversation metrics are the conversion funnel's top.

The weekly review (15 min)

• Pull all replies posted in the last 30 days with scores and removal status
• Sort by score: top decile gets a "what did I do right" pass — those patterns become your template
• Sort by removals: any sub trending to pattern-removal gets deprioritized or re-read for rules
• Note which ranked: feed the query patterns back into targeting

The compounding loop

Each week's analytics sharpen next week's targeting: better subs, better thread selection, better answer shape. Reddit marketing has a reputation for being unmeasurable because nobody measures it — the data is all public, it just needs collecting. Which is exactly what posted-reply tracking automates.