Reuben AI
    The category pillar

    AI infrastructure for private markets

    Reuben AI is the AI infrastructure layer for private capital: VC, PE, private credit, family offices, endowments and institutional allocators. One governed data layer for the full fund lifecycle, from fund design to LP reporting, with mandate persistence and decision provenance built in.

    Most funds are running AI the way they ran spreadsheets: bolted onto a fragmented stack of CRM, data room, IC tooling, portfolio monitor and LP reporting suite. The output may look modern, but the underlying data is stale, scattered and ungoverned. That is an AI feature, not AI infrastructure.

    Reuben AI is the infrastructure alternative. One audit-grade data backbone, one decision record, one operating layer, across VC, PE, private credit, family offices, endowments, allocators, GPs and LPs.

    Stage 1 of 8, Fund Design

    Reuben AIPipelineDiligenceIC ReviewPortfolioComplianceReportingSetupPartnerFund Design · WaterfallVehicleWaterfallSide LettersGP CommitSTRUCTUREFund III LPHurdle 8%Catch-up 100%Carry 20%Recycling 110%NET IRR, SCENARIOUpsideBaseDownsideLP-BY-LP ECONOMICSLP · Pension$25MMFNNet IRR 18.2%LP · Endowment$15MSideNet IRR 17.3%LP · Family Office$10MCo-investNet IRR 16.4%

    Three pillars of institutional AI

    Decision Provenance

    Every recommendation, score, and IC output traces back to its underlying data, model version, and human reviewer, defensible months and years after the decision.

    Living Diligence

    Diligence is continuous, not a one-shot exercise. Sources are tiered (self-rep, verified, triangulated) and re-verified as new evidence enters the system.

    Continuous Compliance

    KYC, AML, sanctions, ESG, and reporting obligations monitored across founders, LPs and portfolio companies, with alerting before issues become incidents.

    The lifecycle, on one operating layer

    Every stage of the fund, formation, origination, decision, portfolio, runs on the same data, the same governance, and the same audit trail. No reconciliation, no exports, no rebuilds.

    Fund Formation & Strategy

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    Strategy, vehicle structure, jurisdiction, fund economics and LP base modelled in one place. From thesis to first close without a Frankenstein stack.

    Origination & Diligence

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    Sourced, scored and triangulated against your thesis the moment a deal enters the pipeline. Living diligence replaces static memos and stale data rooms.

    Decision & Governance

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    Investment committee, IC memos, deal room and decision provenance, every approval is auditable, every dissent is preserved, every assumption is traceable.

    Portfolio & LP

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    Portfolio monitoring, LP reporting, governance and audit trail run on the same data layer that captured the original thesis, no rebuilding, no reconciliation.

    Frequently asked

    See the institutional AI layer in your context

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