Build the ownership chart from evidence, layer by layer, and let a person sign off the result. The agent pulls registry data and customer documents, traces each chain of ownership and control to natural persons, calculates effective holdings against your threshold, and flags gaps and complex structures. An analyst confirms who the ultimate beneficial owners are and approves any exception.
What is the task, and who owns it?
An ultimate beneficial owner is the natural person who ultimately owns or controls a customer that is a company, trust or other legal arrangement. FATF Recommendations require firms to identify beneficial owners and take reasonable measures to verify their identity, and national laws set the ownership threshold and the rules for when control exists without ownership. The hard part is the chain: a customer owned by a holding company, owned by a trust, with a nominee director in a third country.
KYC or onboarding analysts identify UBOs, under the MLRO's policy, with complex structures escalated to senior analysts. Whether an AI agent can identify ultimate beneficial owners sets the boundary: the agent assembles and calculates, a person concludes.
What are the steps?
- Agent, depth 1: collects ownership data. Company registry extracts for each entity in the chain, the customer's ownership declaration, shareholder registers, trust deeds and partnership agreements supplied by the customer.
- Agent, depth 1: marks provenance. Registry extracts are signed by the issuing registry; the customer's declaration is declared; documents emailed in are external until verified.
- Agent, depth 1: builds the chart. Each entity, each holding, each layer, with the source for every link.
- Agent, depth 1: calculates effective ownership. Multiplying through each layer to give each natural person's indirect holding, and listing those at or above your threshold.
- Agent, depth 1: looks for control without ownership. Rights to appoint directors, voting agreements, settlors, protectors and beneficiaries of trusts, senior managing officials where no owner meets the threshold.
- Agent, depth 2: drafts the UBO finding. The people proposed as beneficial owners, the basis for each, discrepancies between sources, and gaps.
- Person, analyst: confirms or changes the finding, and requests anything missing.
- Person, senior analyst or MLRO delegate: approves complex structures and exceptions, such as accepting a senior managing official where no owner can be identified.
- Agent, depth 1: triggers verification and screening of each confirmed UBO, following the beneficial ownership verification checklist.
| Step | The agent does | Depth | Stays with a person |
|---|---|---|---|
| Collect | Pulls registry and customer data | 1 | Requesting missing documents |
| Provenance | Marks each source's strength | 1 | Verifying external documents |
| Chart | Builds the chain with sources | 1 | None |
| Calculate | Computes indirect holdings | 1 | None |
| Control | Finds control without ownership | 1 | Judging control |
| Finding | Proposes UBOs with basis | 2 | Confirming UBOs |
| Exceptions | Nothing | None | Senior approval |
| Verify | Starts verification and screening | 1 | Reviewing results |
Which controls apply, and what evidence does each leave?
Every link sourced. No ownership link in the chart without a document or registry record behind it. Evidence: the chart with sources, which supervisors expect to see in the file.
Calculation shown. Effective holdings are worked out explicitly, layer by layer. Evidence: a calculation a reviewer can follow, not just a result.
Discrepancies reported. Where the registry and the customer's declaration disagree, both are shown. Some regimes expect discrepancies with public registers to be reported; your policy says when. Evidence: the discrepancy log and the analyst's decision.
Control assessed separately. The finding states whether each person is a UBO through ownership, control or both. Evidence: the basis recorded per person.
Accountability named. The analyst who confirms the UBOs is named, and so is any senior approver for exceptions. Singapore's MAS FEAT principles, for example, stress accountability for decisions supported by AI; see MAS FEAT accountability and AI agent owners.
What should you measure?
- Time to complete UBO identification for simple and complex structures separately.
- Analyst changes to the agent's finding, and why.
- Files returned for missing ownership evidence by QA.
- Discrepancies found between registries and declarations, and how they were resolved.
- Structures escalated as complex, and how long they take.
Where does it usually go wrong?
Stopping at the first registry. A foreign holding company has no extract in the local registry, and the chain ends at "overseas parent". The agent must flag the chain as incomplete rather than presenting it as finished.
Threshold arithmetic on rounded figures. Rounded holdings at each layer can push a person just above or below the threshold. The agent should calculate with exact figures and show any person close to the threshold for analyst attention.
Trusts treated like companies. Trusts have settlors, trustees, protectors and beneficiaries, not shareholders. A chart that shows only the trustee company misses the people who matter.
Nominees accepted at face value. A nominee shareholder or director is not the beneficial owner. Where documents show nominee arrangements, the agent should flag them and the analyst should look through them.
Stale charts. Ownership changes. The UBO finding should be refreshed on ownership-change triggers, not only at periodic review.
The stance on compliance agents overall is in AI compliance agents.
Where Pryme fits
In Pryme, registry data reaches the agent through the Pryme Context Protocol as signed facts, while the customer's ownership declaration stays declared and an emailed trust deed stays external until an analyst verifies it. The chart therefore shows how well each link is evidenced. Confirming beneficial owners is outside the agent's role; it drafts at depth 2 and a named analyst decides.
Questions people ask
Can the agent verify a UBO's identity as well as identify them?
It can request and read verification results from your identity service. Whether the evidence is sufficient remains an analyst's decision.
What if no one meets the ownership threshold?
Look for control through other means. Where no one can be identified, many regimes allow a senior managing official to be recorded instead, as an exception approved by a senior person with the reasons kept.
How deep should the agent trace?
To natural persons, however many layers that takes. If it cannot get there, the finding should say where the chain stops and why.