Visual Search Engine for Reddit

A visual search tool that lets users explore Reddit images, GIFs, and videos using AI embeddings instead of keywords. Users can search with natural language queries like 'red car at night' and find visually similar content. Great for content discovery, researchers, and casual Reddit browsers.

Multimodal search is genuinely having a moment — CLIP and its descendants made semantic image retrieval cheap enough for small teams to build on, and Reddit's visual content has grown massively with almost no corresponding improvement in its native search. Reddit's own search for images is effectively broken, which is the real opening here. No clear incumbent owns this specific niche, though reverse image tools like Google Lens and TinEye handle adjacent use cases. The $2k–10k/mo band is plausible only if you find a specific paying segment — researchers or brand monitors — rather than relying on casual browsers who won't pay; the consumer discovery angle is a free-tier trap. The biggest risk is Reddit's API pricing and data access policies, which have already killed several third-party Reddit projects and could make the data pipeline uneconomical before you reach any meaningful revenue.