Reuben AI

    Due diligence respaldada por su propia evidencia

    How should an investment team prioritise evidence gaps before IC?

    Prioritise evidence gaps by whether they could change mandate eligibility, the investment thesis, downside exposure or the proposed approval conditions. Give each material gap an owner, a required source and a review deadline, and show the committee which conclusions remain provisional.

    How do company, vehicle, fund and manager findings roll up without losing source links?

    Keep each finding attached to the entity it describes and to the document version that supports it, then link it into the relevant vehicle, fund and manager review. A roll-up should explain the relationship and any exposure assumptions rather than copying a conclusion without its qualifications.

    What investment red flags should stop a diligence process?

    Pause or stop when verified findings breach the mandate, expose an unacceptable legal or integrity concern, or undermine a material claim that cannot be responsibly resolved. Distinguish an established adverse finding from missing evidence, and let the authorised team document whether to stop, investigate or proceed with explicit conditions.

    Judgement stays human. The process becomes disciplined.

    Short answer

    What is continuous diligence?

    Continuous diligence is the repeated testing of an investment thesis as evidence changes, rather than a report that ends at approval. Reuben AI keeps fully sourced findings, unresolved questions and committee reasoning connected through ownership.

    Written by Katriona Lee, Founder, Reuben AI

    Last reviewed

    Definition and scope

    Continuous diligence is a structured part of an investment process, with an identifiable question, an evidence base and an accountable handoff. Its purpose is not to produce more paperwork. It is to make the reasoning behind a recommendation understandable to someone who did not conduct the original research. The scope should reflect the investment mandate, the asset or entity under review and the decision being requested. A useful record separates facts, assertions, assumptions and unresolved questions. It also states the limits of the work, including areas that require specialist review. This guide describes a practical process rather than a promise about investment outcomes.

    Reuben AI is decision infrastructure for private capital. It brings diligence, research and the investment committee into one connected record, so every decision is consistent, evidence-based and traceable to its source. Judgement stays human. The process becomes disciplined.

    How it works, step by step

    1. Set the scope and responsibility

      Identify whether the review concerns a company or asset, vehicle, fund or manager. Record the jurisdiction and investment structure because they affect the questions to ask. Assign workstream owners and identify where legal, tax, technical or other specialist advice is needed.

    2. Register evidence and its limits

      Connect each material finding to the document or research that supports it. Record whether a statement is self-reported, checked against another source or supported by independent evidence. Keep conflicting material visible rather than choosing the document that best supports the preferred conclusion.

    3. Resolve gaps through accountable questions

      Turn each material uncertainty into a question with an owner, a requested source and a decision consequence. A question can remain open if the committee knowingly accepts the uncertainty. It should not disappear merely because a report is ready for circulation.

    4. Continue review after the decision

      Carry conditions and thesis assumptions into ownership. When new information changes a material finding, preserve the earlier reasoning and document the revised interpretation. Continuous diligence means an accountable review process, not a promise that every external event is detected automatically.

    Review checklist

    • The scope and requested decision are explicit, and the relevant mandate is attached.
    • Material claims have supporting sources, with limitations and conflicting evidence visible.
    • Facts, management assertions and analytical assumptions are distinguishable to the reader.
    • Open questions have owners and consequences for the recommendation, rather than unexplained status labels.
    • The receiving reviewer can find the rationale, accepted risks and any required specialist advice.
    • Conditions and follow-up responsibilities carry into the next stage without losing their original context.

    Common mistakes

    • Confusing document collection with completed diligence
    • Closing unresolved questions without recording the reason
    • Treating the approval memo as the end of the evidence record

    These mistakes have a shared cause: the summary becomes detached from the work behind it. Before a handoff, ask a colleague to trace a material conclusion back to its source and explain what would change the recommendation. If they cannot do that, clarify the reasoning before polishing the presentation. A concise qualification is more useful than an unsupported conclusion, and an explicit open question is more useful than an empty field that looks complete.

    Worked example: illustrative

    Illustrative example, not a client case study: consider a proposed investment in a manager-led fund. The team begins by writing the decision question and linking the initial thesis to the material available. A management presentation supports the proposed opportunity, but a supporting document leaves an important assumption uncertain. The analyst records the disagreement rather than smoothing it into a positive summary. The workstream owner requests the underlying evidence and explains how the answer could change the recommendation. When the response arrives, the reviewer checks whether it addresses the actual question, records its limitations and updates the finding. The committee sees both the revised view and what remains open. If it proceeds subject to a condition, that condition moves into ownership with a named owner. A later review compares new information against the same assumption. The example illustrates the chain from evidence to judgement without assuming that the investment succeeds or inventing commercial results.

    Evidence and interpretation

    A reference guide is useful only if a reader can distinguish what is known from what is inferred. Give each important claim a source, explain the source’s relevance and keep any qualification beside the conclusion it affects. A source can be genuine and still be insufficient for the decision. For example, a statement about a broad industry may not apply to a particular customer segment, contractual arrangement or jurisdiction. The reviewer should be able to follow the reasoning without guessing which passage mattered. Where sources conflict, explain the conflict and the next question rather than silently selecting a preferred version.

    Ownership and review discipline

    Name the person responsible for the next action and explain what would count as a satisfactory response. A request to obtain more information is not complete until someone has considered what that information means. The review should distinguish a closed question from an accepted risk and from a matter outside scope. Preserve the reason for each status so another colleague can continue the work. If the scope changes, record the change explicitly. This makes the process usable when responsibilities move between research, diligence, committee preparation and portfolio oversight, without suggesting that a standard template replaces professional judgement.

    Boundaries and handling sensitive material

    Use only information the team is authorised to access and share. Confirm the appropriate audience before circulating a source or a summary derived from it, particularly when external advisers or platform partners are involved. Keep the decision record separate from any suggestion that software provides legal, tax or investment advice. Teams remain responsible for their governance arrangements and the decisions they make. Deployment and integration requirements should be scoped with Reuben AI rather than assumed from a workflow description. A useful evaluation starts with the team’s evidence and review requirements, then checks how the proposed setup supports them.

    Data residency is available in APAC, EMEA or the Americas, with the region agreed during onboarding.

    Related questions

    How does this work connect to the next decision? Use the other topic guides to follow the evidence through research, diligence, committee preparation and ownership review.

    Questions in this topic

    Frequently asked questions

    What is the purpose of continuous diligence?
    Continuous diligence is the repeated testing of an investment thesis as evidence changes, rather than a report that ends at approval. Reuben AI keeps fully sourced findings, unresolved questions and committee reasoning connected through ownership.
    Does Reuben AI make the investment decision?
    No. People assess the evidence, challenge the recommendation and make the decision. Reuben AI connects the material used in that process; it does not give investment advice.
    How should unresolved questions be handled?
    Keep them visible beside the recommendation, with an owner, the evidence requested and the consequence for the decision. Distinguish a question that has been answered from a risk the decision makers knowingly accept.
    What makes a source useful for review?
    The source must support the particular claim being made, within its actual scope. Record the relevant document context, distinguish assertions from checked findings and explain any contradictory evidence.
    When should the record be reviewed again?
    Review it when new evidence could change a material assumption, when a decision condition requires follow-up or when the organisation’s review process calls for it. Preserve the earlier rationale when recording a changed view.
    Where is data stored?
    Data residency is available in APAC, EMEA or the Americas, with the region agreed during onboarding.
    What is an evidence gap in investment diligence?
    An evidence gap is a missing, outdated or insufficiently supported fact needed to evaluate a material claim. It is not proof that the claim is false.
    Who should own unresolved diligence questions?
    Assign a named workstream owner to obtain and assess the evidence, with an accountable deal lead responsible for escalation to the committee.
    When should missing evidence delay an IC decision?
    Delay when the missing evidence could change eligibility or a material conclusion and the committee cannot responsibly bound the uncertainty. Record the reason and the evidence needed to resume.
    How should low-priority gaps be treated?
    Keep them visible with a rationale for deferral and a review date. Low priority should mean limited decision relevance, not silent removal.
    Should a company finding automatically become a fund finding?
    No. Explain the exposure, ownership relationship and relevance to the fund before drawing a fund-level conclusion.
    How should duplicate findings be handled?
    Reference the same underlying finding where appropriate and identify overlapping exposure, rather than counting copied findings as independent evidence.
    What belongs beside a rolled-up conclusion?
    Include the entity, source reference, document date or version, material qualifications and the reviewer responsible for the interpretation.
    How should missing underlying data appear?
    State the coverage boundary and the unavailable evidence explicitly. Do not present a partial roll-up as a complete portfolio view.
    How do we distinguish an investment red flag from an unresolved evidence gap?
    A red flag is an adverse finding or credible warning that needs investigation; an evidence gap is insufficient support for a conclusion. A gap may reveal a red flag, but absence alone is not proof of wrongdoing.
    How should a resolved red flag stay visible to the committee?
    Keep the original concern, investigation evidence, resolution rationale, reviewer and date in the decision record. Show any residual risk and required follow-up alongside the resolution.
    Who authorises restarting a paused review?
    The authority specified by the investment team’s governance process should confirm the required evidence has been reviewed and explain the restart decision.
    Should every concern stop the process?
    No. Assess materiality, source reliability and mandate implications. Escalate unresolved material concerns rather than treating every minor discrepancy as disqualifying.

    Reuben AI ejecuta la due diligence financiera, legal, operativa, de mercado y de equipo en paralelo sobre el mismo conjunto de documentos. Cada afirmación extraída queda vinculada al documento de origen y se clasifica según su nivel: declarada por la empresa, verificada o triangulada. El memorando para el comité de inversión se genera a partir de estas conclusiones en lugar de transcribirse, por lo que la cadena de evidencia que sustenta una decisión permanece disponible para su inspección mucho tiempo después de que la decisión se haya tomado.

    This is the evidence-building phase of Reuben AI's living decision record. Research sources, findings, assumptions and unresolved questions stay connected as the record moves into investment committee review and, after a decision, ownership.

    Solicitar una demostración de due diligenceIntegrar due diligence en su plataforma

    Las cinco líneas de trabajo se ejecutan conjuntamente, no en secuencia

    La mayoría de los fondos ejecutan la due diligence de manera secuencial. La revisión financiera espera a que el data room esté estabilizado, la legal espera a la financiera, el análisis de mercado se realiza de forma aislada y la evaluación del equipo consiste en notas de llamadas en la bandeja de entrada de alguien. El coste no es solo el tiempo transcurrido. Cuando las líneas de trabajo no se comunican entre sí, un problema de concentración de clientes en la revisión comercial nunca se cruza con la cuestión del reconocimiento de ingresos en la revisión financiera, y la conexión solo sale a la luz en el comité de inversión o más adelante. Reuben AI abre las cinco líneas de trabajo sobre el mismo material de origen, por lo que cualquier conclusión planteada en una es visible para las demás mientras el trabajo sigue abierto.

    Cada afirmación se clasifica según el nivel de su fuente

    Una conclusión de due diligence solo es tan sólida como su procedencia. Cada afirmación extraída incluye el documento, su ubicación exacta dentro del mismo y una clasificación por niveles: declarada por la empresa cuando procede de material suministrado por la entidad analizada, verificada cuando se confirma mediante un documento independiente, y triangulada cuando dos o más fuentes independientes coinciden. Las afirmaciones sin fuente se marcan en lugar de incluirse discretamente. Esta distinción es la que permite a un socio cuestionar una conclusión durante la reunión y obtener una respuesta basada en evidencia en lugar de en recuerdos.

    El memorando se genera a partir de las conclusiones

    El memorando para el comité de inversión se elabora a partir de las conclusiones subyacentes, con un nivel de confianza por sección que refleja la clasificación por niveles previa. Nada se vuelve a redactar manualmente, por lo que el memorando no puede desviarse del trabajo realizado. Cuando la evidencia es escasa, el memorando lo indica explícitamente en lugar de disimular la carencia, lo cual suele ser la línea más valiosa del documento. Los analistas editan, los socios revisan y el comité lee una versión depurada que sigue remitiendo a cada fuente.

    Una operación, desde el data room hasta la decisión

    Un proceso habitual: los documentos llegan al espacio de trabajo y se procesan de forma nativa, incluidos estados financieros, tablas de capitalización, contratos, actas del consejo y material técnico. Las cinco líneas de trabajo se abren con sus requisitos de evidencia adjuntos. La extracción completa las afirmaciones con sus fuentes y niveles. Las notas de referencias formales e informales se capturan con su atribución y se ponderan al margen de las referencias oficiales. Las cuestiones pendientes se registran como abiertas, sin resolverse mediante suposiciones. El memorando se genera, se revisa y la decisión queda registrada junto con la evidencia que la sustentó. Años después, este mismo registro responde a qué sabía el fondo y en qué momento.

    Dónde se sitúa la due diligence en el ciclo de vida

    La diligencia debida es la fase de recopilación de evidencia del Registro Vivo. La captación inicializa el registro; la diligencia debida lo nutre con afirmaciones verificadas a lo largo de las cinco líneas de trabajo canónicas: financiera, legal, operativa, de mercado y de equipo. El seguimiento de la cartera hereda posteriormente la referencia establecida aquí, de modo que la desviación se mide con respecto a lo que realmente se suscribió. Esta conexión garantiza que los hallazgos nunca tengan que volver a introducirse ni se pierdan en la transición.

    Diligencia en cada nivel, consolidada en la cartera

    La due diligence se ejecuta a seis niveles: el activo o empresa, la operación, el vehículo, el fondo, la gestora y la cartera. Los hallazgos de cada nivel se conectan entre sí, de modo que una única posición se puede analizar a través de su operación, vehículo y fondo hasta la gestora, y de ahí a la totalidad de la cartera en la que se integra.

    Nivel de empresa y activo

    Diligencia centrada en la empresa o el activo como sujeto: documentos, estados financieros, cap table, contratos y posición de mercado, con cada hallazgo vinculado a su fuente.

    Nivel de empresa y activo

    Nivel de vehículo

    Diligencia con el vehículo como sujeto: SPV, vehículos de coinversión y de continuación, estructuras feeder y paralelas, términos, gobernanza y jurisdicción.

    Nivel de vehículo

    Nivel de fondo

    Due diligence con el fondo como objeto de análisis: estructura, condiciones, jurisdicción, construcción de la cartera y posiciones existentes evaluadas hasta llegar a las participadas subyacentes.

    Nivel de fondo

    Nivel de la gestora

    Due diligence centrada en la gestora: historial de rentabilidad, equipo, coherencia del proceso, controles operativos y gobernanza, respaldados por evidencias y no por meras afirmaciones.

    Nivel de la gestora
    The six levels, linked in one record

    Asset or portfolio company

    The business, property or loan itself.

    What to check

    Business quality, cash flows, collateral, management, legal and operational risk.

    Typical evidence gaps

    Unaudited figures, missing contracts, unverified management claims.

    Receives from below

    Source documents and evidence directly.

    Passes up

    Findings, risks and open questions on the underlying business, property or loan. Next: deal.

    Read the guide to the six levels of private markets diligence

    Qué aporta profundidad a la diligencia

    La diligencia es tan buena como el contexto en el que se basan sus preguntas. La diligencia de crédito y la de venture capital no plantean las mismas cuestiones, un fondo en una jurisdicción no se evalúa igual que un fondo en otra, y un perfil de empresa que deja de actualizarse en el momento de la firma deja de ser útil. La cobertura de clases de activos, las estructuras de jurisdicciones y vehículos, los estudios de mercado y los perfiles de empresas y gestoras en continua actualización alimentan el mismo registro de diligencia.

    Asset class coverage

    Native asset classes and sub-asset overlays, so evidence requirements differ by what is being assessed.

    Market research

    Market structure and comparables attached to the deal rather than held in a separate document.

    A quién va dirigido

    Due diligence para entidades de venture capital

    Due diligence coherente entre asociados y socios, evidencias que resisten el debate del comité de inversión y las auditorías de los LP, y un contexto de ronda que se traslada a las decisiones de inversión de seguimiento.

    Due diligence para entidades de venture capital

    Due diligence para plataformas

    Integre la due diligence como infraestructura: marca blanca, componentes, API o acceso por agentes, en coexistencia con su modelo de datos y su proceso de revisión de proveedores existentes.

    Due diligence para plataformas

    Profundice en due diligence

    Cada página a continuación cubre en detalle una parte de la capa de due diligence. Comience por la más cercana a la decisión que deba tomar.

    AI due diligence

    How extraction, tiering and screening work across the document set.

    Preguntas habituales en las demostraciones de due diligence

    ¿Cómo evita Reuben AI los hallazgos de due diligence alucinados?

    Cada afirmación se vincula a un documento de origen y se clasifica como autodeclarada, verificada o triangulada. Las afirmaciones sin una fuente rastreable se señalan y se excluyen del memorando por defecto, por lo que una declaración sin fuente no puede presentarse como un hallazgo.

    ¿Sustituye esto al análisis de due diligence legal, fiscal o contable?

    No. Estructura y acelera la capa analítica y genera paquetes de evidencia sobre los que los asesores pueden trabajar. La validación legal, fiscal y contable sigue siendo responsabilidad de asesores cualificados.

    ¿Se pueden adaptar los flujos de trabajo según la estrategia?

    Sí. Las plantillas de flujos de trabajo y los requisitos de evidencia son configurables según el tipo de activo o la estrategia, ya que el análisis de due diligence de crédito y el de venture capital plantean preguntas distintas a documentos diferentes.

    ¿Cómo comienza el trabajo de due diligence?

    Todos los clientes comienzan con una sesión de requisitos de al menos 45 minutos. Tras ella, el espacio de trabajo se configura según el proceso de due diligence del fondo antes de que nadie empiece a utilizarlo. El alcance y las condiciones se acuerdan durante la incorporación.

    Lecturas relacionadas