Understanding your social listening report

Reddit is one of the most-visited sites in the US, and its category communities (pet food, groceries, health, beauty) are large and active. More importantly, upvote weighting corrects for the "who posts" problem: even if posters skew a certain way, voters are a far broader group, and consensus is measured across them. We also never rely on Reddit alone. Retailer reviews and Harmonya's own review data connect conversation themes to verified purchase behavior, Google Search intent shows what the broader population is actually asking, and podcasts and video platforms confirm whether a theme travels beyond Reddit.

An upvote is a one-click endorsement any Reddit user can give a post or comment. Downvotes work the same way in reverse. The net score and the upvote ratio (the percentage of votes that were positive) show how strongly a community agrees with a statement. A comment with 20,000 upvotes represents 20,000 people actively endorsing one view. Traditional listening tools would count it as a single conversation. That gap is the core of why our reports weight by upvotes.

SEO (Search Engine Optimization) is about ranking in a list of links. AEO (Answer Engine Optimization) is about being part of the single answer an AI engine gives. When a consumer asks ChatGPT or Google's AI Overview for a recommendation, the engine synthesizes an answer from sources it trusts, and cites them. Independent studies consistently rank Reddit as the most-cited domain across major AI engines. That makes the Reddit conversations in your report a leading indicator of how AI engines will describe your brand and category.

Quotes are selected by weight, not by convenience. Every comment in scope is coded by theme and by upvote-weighted sentiment, and the report surfaces the quotes that anchor the highest-weight themes. Each conversation section shows the underlying numbers (threads, mean upvotes, date range) so you can judge the strength of the signal yourself.

Reports are monthly. Each issue covers a defined listening window (shown on the cover page) and reports what is new, changed, or accelerating versus the prior issue, so you are never re-reading the same findings.

Yes. The monthly report casts a wide net across your category's conversations, but the template is a starting point, not a limit. When a theme warrants it, we can run a focused deep dive on a specific topic, product line, competitor, or new launch. Talk to your Harmonya contact about what you want to explore.

Social listening feeds Harmonya's Consumer Intelligence module: what people are saying, feeling, and wanting. It sits alongside Demand Intelligence (what is growing and where the whitespace is) and Attribute Intelligence (what is true about your products). Together they connect consumer conversation to your actual portfolio at the product level, so you know which themes are driving revenue, not just which are buzzing.