Portfolio and reporting operations for benchmarking and valuation data services

A benchmarking or valuation service is bought because the reference set is hard to build: peer groups, multiples, discount rates, performance series, sector definitions maintained over time. The commercial problem is that reference data is consumed at the moment of a decision, and the decision happens in someone else's system. The provider sees a query, not an outcome, and renewal conversations turn on usage counts rather than on work the client could not do without you.

Reporting is where a platform's data quality becomes visible. When packs are assembled by hand each period, the numbers drift from the records that produced them and nobody can trace a figure back to its source.

Embedded reporting generates from the same live records that fed the decision. Positions taken through the partner stay current, and each pack carries the provenance of the numbers in it.

For this archetype specifically: carry the numbers through to investor statements and committee packs with provenance intact.

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.