Three numbers. On a wall. Reviewed weekly. Everything else is vanity.
There is an entire cottage industry of Reddit “analytics” products that will sell you a dashboard with seventeen widgets. They will measure share-of-voice, sentiment, upvote velocity, subreddit penetration, and a half-dozen other terms invented to make a slide deck longer.
Almost none of those numbers will change a decision your team makes next Tuesday morning.
Here are the three that will.
1. Median time-to-first-reply
How long, on average, between the moment a message hits your brand account and the moment a human from your team responds.
Track median, not average. Average is destroyed by the one DM you replied to nine months later. Median tells you the typical customer experience.
Healthy looks like under 30 minutes during your shift hours. Tolerable is under 2 hours. Anything over 24 hours is a system failure, not a metric. If you cannot reply within a day, you do not have a Reddit channel. You have a Reddit graveyard.
2. Bugs surfaced from Reddit that shipped a fix
Count the threads on your brand subreddit (or any subreddit where your product is being discussed) that named a real bug, AND that resulted in an engineering ticket, AND that resulted in a deployed fix.
This is the number that justifies your existence to the people who pay for the seat. It is also the number that, if you can show it growing, gets you the third headcount on your community team.
The reason this is not “tickets created” is that anyone can file tickets. The number that matters is “fix shipped, tied to Reddit thread, posted back in the thread.” When you reply to the original thread with “this is fixed in v3.2.1, here’s the ticket,” two things happen: the original poster sees a company that listens, and the next 200 people who read that thread (and they will, threads on Google live forever) see a company that listens.
3. Threads where a complaint became a public win
The hardest of the three to count, the most valuable of the three to grow.
A complaint becoming a public win looks like this: someone posts a frustrated thread about your product. Your team replies on-thread, addresses the issue, follows up after the fix. The OP edits the post to say “actually they handled this great.” Other commenters join in. The thread, which started as a one-star rating in Google’s eyes, ends as a five-star one.
Count these. They are the single highest-leverage marketing artifact you produce on Reddit, and they cost you exactly the time it took to do your job well.
What not to track
For completeness, here is what to ignore:
Sentiment scores. Reddit sarcasm breaks every sentiment model. Also, sentiment without action is just feelings.
Subreddit member count. Goes up and to the right whether you do anything or nothing. Vanity number.
Upvotes on your replies. Reddit’s upvote system rewards being funny, not being correct. Brand replies that are correct often get downvoted. That’s fine.
Reply length. A 60-word reply is almost always better than a 400-word one. Length is not value.
The wall
Print these three numbers, weekly, on an actual wall. Or in Slack, or on a wiki page someone updates Friday at 4pm. The medium is less important than the cadence and the smallness.
Three numbers. Each one tied to a behavior you can change. That is what a metrics scorecard is for.
The seventeen-widget dashboard is for selling dashboards.
Subportly tracks all three of these for you across every account and every subreddit you care about, in one queue. See how it works.