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Data on which AI categories are still worth building in — and which are already crowded.
Forget total traffic — the useful question is where a new tool can still get in. Here are the AI categories ranked by a composite opportunity score built from 2,000+ tools.
Chatbots are the default AI category — enormous demand, almost no differentiation. Here is the traffic data, and an honest read on whether a new chatbot can still get in.
Developers buy differently — less viral spread, more deliberate evaluation. Here is the traffic data for AI developer tools, and where a new entrant can still find a foothold.
Product photography is a real spend for ecommerce sellers. Here is the traffic data for the AI tools going after it, and whether a new one still has room.
Professional headshots are one of the clearest AI use cases with a paying buyer. Here is the traffic data, and whether a new headshot tool still has room.
Roleplay and companion chatbots are a large, fast-moving slice of the chatbot market. Here is the traffic data, and an honest read on the opening.
Video is the most crowded AI category we track. Here is what the traffic data says about who is winning — and whether a new entrant still has room.
Voiceover is one of the few AI niches where buyers search for the task directly. Here is the traffic data, and what it means for a new tool.
YouTube is the default distribution channel for AI-assisted video. Here is the traffic data for tools built around it, and whether a new one can still get in.