Side Project Demand Density

A developer wants to build a Chrome extension for comparing Amazon prices. They run demand density analysis: Scavio returns 35 Reddit posts in r/webdev and r/SideProject about price tracking in 90 days (strong signal), but Google SERP shows 20+ established extensions already (high competition). Demand density is high but so is saturation -- the idea needs a unique angle to succeed.

Side Project Demand Density is relevant to Google, Reddit, Amazon, YouTube. Scavio provides a unified API to access data from all of these platforms.

Most side projects fail not because of execution but because of insufficient demand. Demand density quantifies this before you write code. The concept is simple: search for your idea across multiple platforms and measure how many genuine 'I need this' or 'how do I solve this' signals you find. High density means many people are actively looking for a solution; low density means you are building for a market that may not exist. Measuring demand density involves querying Reddit (post frequency and upvotes for the problem), Google (search volume and competitor density for solution keywords), and relevant verticals (Amazon for product ideas, YouTube for content ideas). A simple scoring framework: 10+ Reddit posts in 90 days with 20+ average upvotes = strong signal; Google SERP with fewer than 5 direct competitors = opportunity; combined with growing search trends = high demand density. Below these thresholds, proceed with caution. The cost of demand density analysis is trivial compared to building: 15-20 search API queries across platforms costs $0.075-0.10 at $0.005/query, takes 15 minutes to analyze, and can save months of building something nobody wants. The most common outcome is discovering that the idea already has well-funded competitors (proceed only if you have a clear differentiator) or that the demand is lower than expected (pivot or kill the idea).