Reuben AI

    Precious metals, with institutional record-keeping

    Gold, silver, platinum and palladium with storage, vault and ETF look-through tracking.

    Precious metals investing combines physical custody with paper exposure. A typical allocation sits across vaulted bullion, allocated and unallocated accounts and ETF positions, each with different counterparty risk and tax treatment. Most allocators track this in spreadsheets that lose the look-through. Reuben AI provides structured tracking of physical and paper exposure, vault and counterparty risk, storage costs and inflation-hedge attribution within the broader portfolio.

    RReuben AIUserRevenue↑ 24%Burn↓ 8%ARR↑ 32%Headcount→ 0%

    Why this asset class needs a different operating model

    Physical and paper are not the same. Allocated bullion, unallocated accounts and ETFs each carry different counterparty risk. Treating them as a single exposure misses real differences.

    Vault and counterparty risk is real. Storage venue, allocation status and counterparty creditworthiness all affect realisable value in stress scenarios.

    Storage costs are recurring drag. Vault fees, insurance and administration costs erode returns. Net realised yield needs to be tracked separately from headline price exposure.

    Inflation-hedge attribution matters. Precious metals often sit in portfolios as inflation hedge. Realised hedging effectiveness needs structured measurement, not assumption.

    How Reuben AI covers it

    Physical and paper exposure tracking

    Allocated bullion, unallocated accounts and ETF positions tracked separately with counterparty, vault and look-through documented per holding.

    Vault and counterparty monitoring

    Storage venues, custodians and counterparties tracked structurally with concentration limits and counterparty credit surveillance.

    Storage cost attribution

    Vault fees, insurance and administration costs attributed per holding with net realised yield computed continuously.

    Inflation-hedge measurement

    Realised hedging effectiveness measured against portfolio inflation exposure with rolling correlation and attribution analytics.

    Institutional reporting

    Custody confirmations, audit-ready position reports and investor-facing exposure summaries generated from the same physical and paper data.

    How Precious Metals is scored

    Precious Metals is one of the platform's 68 native asset classes and is scored on its own rubric rather than through a sub-asset overlay. Twelve of the 68 native classes work this way: the deal population is structurally homogeneous enough that a single criteria set, document checklist and key term schema covers it without slicing further.

    That keeps intake simple. Every precious Metals opportunity is asked the same questions, extracted against the same key term fields, and compared against the same rubric, so the scoring is directly comparable across your whole precious Metals book from the first deal onwards.

    The diligence record a precious Metals deal produces

    Every precious Metals opportunity that moves through Reuben AI leaves a structured record rather than a folder of documents and a memo. The rubric score is stored with the criteria that produced it, each extracted key term is stored with the clause and page it came from, and every flag is stored with the reason it fired and who cleared it.

    The practical effect is that the investment committee paper, the LP report line and the audit trail are all reading the same underlying record. When an LP asks in year three why a precious Metals position was underwritten the way it was, the answer is retrieved, not reconstructed.

    • Rubric score with the criteria and weights that produced it
    • Key terms extracted with a clause-level source reference
    • Risk flags with the trigger, the owner and the resolution
    • Comparison against prior deals in the same asset class
    • Investment committee pack generated from the stored record
    • An immutable trail of who changed what and when

    What this means for fund operations

    Precious Metals sits as a core allocation for Family Office mandates, and is adjacent or opportunistic for 2 of the other fund types the platform serves.

    That matters operationally because most funds do not hold precious Metals alone. The moment a portfolio spans more than one asset class, comparability becomes the constraint: a position scored on a bespoke precious Metals spreadsheet cannot be ranked against a position scored somewhere else. Running precious Metals on the same rubric engine as the rest of the book removes that break.

    Reporting inherits the same property. Portfolio monitoring, valuation cadence, capital account movement and LP reporting all draw from the single stored record, so a precious Metals position appears in the quarterly pack on the same basis as every other holding, with the same evidence behind it.

    Relevance by fund type

    VC

    Niche

    PE

    Niche

    Private Credit

    Niche

    Growth Equity

    Niche

    Hedge Fund

    Adjacent

    Infrastructure

    Niche

    Family Office

    Core

    Emerging

    Niche

    CVC

    Niche

    Institutional

    Opportunistic

    Asset classes held alongside this one

    Full coverage across all 68 native asset classes is listed on the coverage page.

    Related solutions

    Common questions

    Does Reuben AI handle physical custody?

    No. Reuben AI is the record-keeping and reporting layer over custodians and vault providers. It integrates with the providers the fund uses rather than holding metal itself.

    How are allocated and unallocated holdings differentiated?

    Each holding is tagged as allocated or unallocated with counterparty, vault and look-through documented. Risk reports treat the two distinctly.

    Can it handle ETF look-through?

    Yes. ETF positions are tracked with underlying physical exposure looked through where the ETF discloses it, so portfolio-level metal exposure is accurate.

    How many sub-asset overlays does Precious Metals have?

    None. Precious Metals is scored on its native rubric. Overlays exist for 56 of the platform's 68 native asset classes; this is one of the twelve that does not need them.

    Which fund types treat precious Metals as core?

    Family Office. Relevance for every other fund type is shown in the relevance grid on this page, graded as core, adjacent, opportunistic or niche.

    Can precious Metals be compared against other asset classes in the same portfolio?

    Yes. Every asset class runs on the same rubric engine, so scores, flags and key terms are stored in a common structure. Positions across different asset classes are ranked and reported on the same basis.

    See Precious Metals in Reuben AI

    Book a demo to walk through deal flow, diligence and reporting tailored to this asset class.

    Related