Research and decisioning for data providers and research vendors

A data provider's problem is rarely the data. It is that the customer has to take the data somewhere else to do anything with it, so the vendor cannot see whether the data changed a decision, and renewal conversations turn into coverage comparisons.

Screening only helps when it reflects the user, not the platform. A single shared filter tells every participant the same thing about the same opportunity, which is exactly what a participant with a specific mandate cannot use.

Embedded decisioning holds a written mandate per tenant. An opportunity arriving on the partner surface is assessed against that mandate, and the reasoning is retained with the assessment rather than discarded once the screen is shown.

For this archetype specifically: screen and score using the vendor's data as a primary input.

Each tenant holds its own mandate, records, documents and decision history. Access is scoped per tenant, and the partner chooses the residency option that matches its own obligations. Nothing is pooled across tenants to produce a shared model of a partner's flow.

Reuben AI is software. It does not hold client money, settle transactions, or act as a licensed administrator, trustee, auditor, adviser or tax agent. Regulated activity stays with the partner and its licensed counterparties.