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How an autonomous agent prepares a fund’s portfolio reporting in hours, not weeks

Portfolio report generated in under an hour

STAR METRIC

Portfolio report generated in under an hour

Quarterly portfolio report for a venture capital fund, generated in under an hour: portfolio value by quarter and a table of portfolio companies
Portfolio reporting · quarterly report

Efficiency

Builds portfolios and checks file viability in under an hour.

Security

Always under control and meeting security and integration protocols, run entirely within the European Union.

The problem

Analysts pasting data from portfolio companies, banks and market sources for every committee; each figure retyped by hand across three different documents.

The limit of traditional software

Fragile scripts nobody maintains and a BI that shows dashboards but doesn’t write the analysis or flag what matters.

Agent architecture

The agent flow

  1. Period close

  2. Multi-source gathering

  3. Reconciliation & deviation analysis

  4. Report draft

  5. Manager approval

  6. Distribution

Assigned objective

A complete, reasoned committee report, ready for the manager’s review.

Reasoning & planning

It consolidates sources, detects the relevant deviations and writes their explanation.

Tool use

Financial Excel, data room, market APIs and CRM, generating the report.

Human-in-the-loop

The manager reviews the analysis and approves sending it to LPs and committee: no communication goes out autonomously.

In the client’s words

“The build integrated perfectly into our topology and security framework, running entirely within the European Union. It has saved an enormous amount of our managers’ hours.”

— Fund CIO / manager

CLIENT

Venture Capital investment fund (anonymized)

AGENT TYPE

Reporting & reconciliation agent

INTEGRATED STACK

Excel models · Data room · Market data sources · Proprietary CRM

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