Reddit Demand Signal

A developer considering building a local business lead finder searches Scavio for Reddit posts mentioning 'lead generation tool' and 'local business finder.' The results show 40+ posts in r/SaaS and r/Entrepreneur in the past 90 days, with average upvotes of 25+ and comment threads describing specific pain points. This validates demand density before writing code.

Reddit Demand Signal is relevant to Reddit, Google. Scavio provides a unified API to access data from all of these platforms.

Reddit is uniquely valuable for demand validation because users discuss genuine problems in public, with community voting that surfaces the most resonant issues. A demand signal on Reddit looks like: multiple posts in related subreddits asking for the same solution, high upvote counts on problem-description posts, comment threads where users share workarounds for an unmet need, or frustration posts about existing tools that indicate gaps in the market. Extracting demand signals requires searching Reddit for relevant keywords and analyzing the results programmatically. Key metrics include: post frequency (how often the topic appears), upvote density (community resonance), comment-to-upvote ratio (engagement depth), and temporal trends (growing vs declining interest). Search APIs like Scavio return structured Reddit data (titles, content, upvotes, comment counts, subreddit) that can be fed into an LLM for signal classification without manual browsing. The honest limitation: Reddit skews toward technical and English-speaking audiences, so demand signals may not represent the broader market. High Reddit activity does not guarantee commercial viability -- some of the most-discussed topics on Reddit are for open-source tools with no willingness to pay. Cross-referencing Reddit signals with Google search volume (also available via Scavio) gives a more complete demand picture.