Harbor demo pushes Reddit-based AEO

This is a useful snapshot of where SEO tooling is heading: away from blue-link rankings alone and toward citation engineering for LLMs and AI summaries.

• –Harbor’s homepage confirms the core product: site scanning, topic discovery, AI article generation, internal linking, and bulk content workflows
• –The Reddit angle matters because forums increasingly shape what both LLMs and Google’s AI results treat as credible, high-intent source material
• –For developers, the interesting signal is not Harbor itself but the emerging stack around AEO/GEO workflows, where content systems are being tuned for model retrieval as much as for classic SERPs
• –The risk is obvious: once everyone industrializes “citation-ready” content, the tactic becomes noisy and platforms will likely discount shallow AI-generated pages
• –This feels more like growth-ops infrastructure than a breakthrough AI product, but it reflects a real shift in how teams think about discoverability