Prevalent AI raises $22M for enterprise context

Prevalent AI has raised $22 million from Integrity Growth Partners to turn hundreds of scattered enterprise data sources into a queryable, sovereign knowledge graph. The funding report says the London company had traded for nine years before taking primary capital, while its platform keeps the graph inside each customer’s infrastructure and expands beyond security into risk and compliance. The operator takeaway is that AI projects are still buying context before capability: teams with fragmented systems should measure the data-unification layer alongside model quality, as agent-search cost research does for retrieval economics.