RavenPack launched what it calls the tokenisation of content on Bigdata.com, a marketplace in which AI agents retrieve, license and pay for premium content per token rather than per document, drawing on more than 170 licensed providers spanning market data, newswires, research, transcription, expert networks and global media. The vendor states that precision retrieval sends a model only the excerpts that carry the answer, reducing context consumed per query by up to 100 times, and that existing provider agreements are honored so a firm bringing its own content licenses pays only for retrieval. Access runs through one connection via MCP or API with entity resolution from the company's knowledge graph built in.
Our readThis changes the unit of sale, and that is the part an evaluating institution should price carefully. Content licensing moves from per document or per subscription to per token consumed, which makes research content costs meterable in the same unit as model inference and lets a buyer see exactly where expensive content sits on the published rate card. The bring your own license provision matters for any firm that already holds agreements with the named providers, since it removes the double payment objection that usually blocks aggregation platforms. The tradeoffs to weigh are a marketplace dependency, where content availability now runs through one vendor's licensing relationships, and the fact that the cost reduction figure is the vendor's own claim with no published methodology, so a pilot should meter actual token consumption on your own workloads before any commitment is sized against it.