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Insights

Notes on the things we are building: data infrastructure, document extraction, MCP, and what it takes to make finance software people trust.

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Engineering

Live portfolio dashboards in Claude, from your own Zahlenwerk data

Claude can now build dashboards that fetch fresh data every time someone opens them. With the Zahlenwerk connector, that data can be your portfolio. How it works, what we changed to support it, and what to know before you share one.

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Data

A small model for routine questions, and where we stop it

Most questions in a document pipeline are small. Jev answers them in about half a second, for teams that switch it on, and only decides when it is at least 0.9 sure. What it sees, where it runs, and what it is not allowed to do.

Portfolio

Planning for unfunded commitments in a family office

Unfunded commitment is the number a family office's liquidity plan stands on, and in most spreadsheets it is wrong. How to calculate it properly, where it goes wrong, and how to plan for the calls still to come.

Portfolio

A holdings register for a family office. Funds, SPVs and direct stakes in one place

Software for managing holdings is mostly built for corporate groups. A family office needs something else, a register of what it holds, through which company, on what terms, with the documents behind it.

Portfolio

Tracking a private equity portfolio in Excel, and when it stops working

A spreadsheet is the right answer for longer than vendors admit. Here is a structure that survives, the five things that break it, and the honest threshold for replacing it.

Portfolio

You missed a capital call. What actually happens next

The LPA usually gives you a cure period and charges interest. Default provisions exist but are rarely the first move. Here is the sequence, and the four failure modes that cause most misses.

Portfolio

Family office software compared (2026), and how to actually choose

A dozen platforms, what they cost, what each one is genuinely built for, and the four questions that decide the answer faster than any feature matrix. Including where we are the wrong choice.

Portfolio

IRR, TVPI and DPI, and why your three sources disagree

The metrics are simple arithmetic. The disagreement is almost never the formula. It is which cashflows each source counted, and as of when.

Engineering

What an MCP server actually changes about portfolio data

Connecting a portfolio to Claude and ChatGPT is not a chat feature. It is an access-control problem, and that is the part worth getting right.

Portfolio

The family office reporting stack, and where it breaks

Most family offices run on a spreadsheet, a folder of PDFs and one person who understands both. Here is where that arrangement actually fails.

Data

Why we let the extraction model say "I am not sure"

A parser that is right 96% of the time is not 96% useful. What matters is whether it knows which 4% to flag.

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