Abstract: In non-limiting examples of the present disclosure, systems, methods and devices for surfacing collaborative recommendations in relation to topically classified resources are presented. Resources may be topically classified based on application of natural language processing and machine learning models. Relationships amongst users that own, authored and/or edited the resources may be identified. Recommendations may be surfaced based on topical and/or user characteristic overlap associated with the resources. The recommendations may relate to group collaboration on resource creation, sharing of related resources, incorporating related resources in existing resources, and/or recommending group creation and/or collaboration associated with resource topics.