PipeWise Uses Reddit Plumbing Posts to Auto-Generate SEO Content for Trade Businesses
A developer has built PipeWise, an open-source pipeline that scrapes posts from the r/Plumbing subreddit and transforms them into ranked content opportunities for plumbing businesses. The tool runs through six stages — scrape, enrich, store, cluster, rank, and generate — using a combination of local and cloud-based AI models. A local Ollama model running qwen2.5 tags each post by problem type, fixture, and resolution, while sentence embeddings cluster similar questions together to surface the most frequently asked topics. Each content cluster is scored on factors including frequency, evergreen value, answer quality, and seasonality before being passed to Claude to generate blog posts, video scripts, and FAQ markup. The architecture deliberately keeps high-volume tagging local and free, reserving paid API calls only for the final content generation step, which requires manual approval rather than automated scheduling.
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