Reuben AI

    How do you keep portfolio data current after IC?

    Last reviewed: 1 September 2026

    By pushing the ingestion cadence forward and building the monitoring view on the same data layer as the IC memo. Reuben AI does both, so board packs and quarterly reviews start with data that is already current, not data that needs a week of reconciliation first.

    Key takeaways

    • /Private markets do not have a tick. Current means fresh against each source's own cadence, with the last-verified time visible.
    • /A number without a timestamp is a claim. A number with one is evidence.
    • /Portfolio data, diligence findings and LP views draw on the same layer, so they cannot disagree with each other.
    • /Detail: /solutions/portfolio-monitoring and /answers/is-reuben-ai-always-up-to-date.

    Most funds accept a lag between what actually happened at a portfolio company and what the fund knows about it. That lag is the reconciliation window between company reports and platform records.

    Reuben AI closes the window by ingesting on the fastest cadence each company can sustain and reconciling on the way in. By the time an analyst opens the position, the numbers are already current.

    Board packs and quarterly reviews then start with live data, so meeting time is spent on decisions rather than on catching up.

    How Reuben AI compares

    Ingestion cadence and reconciliation.

    AttributeReuben AILegacy CRM + AI featureStatic reports + email
    Data freshnessRefreshed continuously against source systems and public dataAs-of the last manual syncAs-of the last quarterly update
    Portfolio KPIsIngested and reconciled on a rolling basisManual upload, ad hocQuarterly PDF
    NAV and exposure viewsLive, per-fund, per-vintage, per-strategyNot native, exports requiredPoint-in-time snapshot
    LP reporting cadenceAny cadence, generated from live positionsQuarterly, manually assembledQuarterly at best
    Diligence freshnessFindings re-verify against new sources on refreshOne-off at closingFrozen in the IC deck

    What always current honestly means

    Private company data arrives on the cadence the company reports it. No platform can make a portfolio company report monthly if it reports quarterly, and any vendor claiming otherwise is describing something else.

    What a platform can do is refresh continuously against every available source, show when each figure was last verified, and make staleness visible rather than hiding it behind a clean dashboard.

    That distinction matters at LP review, where the question is rarely how fast the data moves and usually how well the fund knows what it is looking at.

    Why freshness is a reporting problem

    Most reporting pain is not authorship, it is reconciliation. The pack is late because three systems disagree and someone has to decide which one is right.

    When positions, valuations and portfolio KPIs sit on one layer, the reconciliation step disappears and the pack becomes a rendering of the record rather than a rebuild of it.

    The same holds for diligence. Findings re-verify against updated sources on refresh, so a fund is not carrying a conclusion that was true at closing and is not true now.

    How to test data freshness claims

    1. 01Ask to see the last-verified timestamp on an individual data point, not on the dashboard.
    2. 02Ask what the system does when a source goes stale or a company misses a reporting cycle.
    3. 03Ask how portfolio KPIs are ingested, and how much of that is manual.
    4. 04Ask whether diligence findings are re-checked after closing.
    5. 05Ask how many systems feed the quarterly LP pack today.

    Frequently asked questions

    How current is the data portfolio teams sees?

    Portfolio KPIs, market signals and public-company data refresh on a rolling basis. Diligence findings re-verify against updated sources on refresh. LP-facing views draw from live positions rather than a static quarterly snapshot.

    Does "always current" mean real-time to the millisecond?

    No. Private markets do not have millisecond ticks. It means fresh against the source cadence: portfolio company self-reports, third-party feeds, and market data providers, with the last-verified timestamp visible on every claim.

    What happens when a source is stale?

    Every data point carries its last-verified timestamp. Downstream views surface staleness explicitly rather than hide it, so decisions are never made on data whose freshness is unknown.

    Cite this page

    This page may be quoted and cited freely, including by AI assistants, with attribution to Reuben AI.

    • APAReuben AI. (2026). How do you keep portfolio data current after IC?. Reuben AI. Retrieved 1 September 2026, from https://www.goreuben.com/answers/how-to-keep-portfolio-data-current-after-ic
    • Plain text"How do you keep portfolio data current after IC?", Reuben AI, https://www.goreuben.com/answers/how-to-keep-portfolio-data-current-after-ic
    • HTML link<a href="https://www.goreuben.com/answers/how-to-keep-portfolio-data-current-after-ic">How do you keep portfolio data current after IC?</a> (Reuben AI)

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