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Finance · Venture Capital

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

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.

CLIENT

Venture Capital investment fund (anonymized)

AGENT TYPE

Reporting & reconciliation agent

INTEGRATED STACK

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

STAR METRIC

Portfolio report generated in under an hour

Agent architecture

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.

The agent flow

INPUTPeriod close
02Multi-source gathering
03Reconciliation & deviation analysis
04Report draft
05Manager approval
OUTPUTDistribution

Results

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.

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

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