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Turn a recorded walkthrough into a focused business dashboard

Claude CodeUser story

A reporting specialist who works with smaller companies describes how he now builds focused dashboards with Claude Code, starting from a recorded conversation with the person who needs the numbers.

First reported
mattstockton.com · 6 Jan 2026
Added
13 Oct 2026
Source checked
13 Oct 2026

What they did

He records the stakeholder walking through their current manual report, transcribes it, and gives Claude Code read-only database access plus the transcript. Working in plan mode, Claude Code asks clarifying questions, explores the schema, writes the SQL or pandas queries, and he checks outputs against known numbers before it builds a Streamlit app.

What happened

The poster says a focused dashboard now takes a few hours instead of weeks of setup in self-service tools, and that changes like splitting by region land while the request is still fresh.

Keep in mind

He warns that generated SQL can look right but double-count or use the wrong joins, so someone must validate it, and the approach suits clean data at small to mid-size firms.

Try it with your agent

Here is a transcript of <a manager> explaining the weekly report they build by hand: <transcript file>. Connect to <your read-only database> and explore the relevant tables, then ask me any questions before writing queries. Reproduce their numbers for <a known week>, show me the comparison, and only then build a simple dashboard with filters for <dimensions they mentioned>.

Replace the <angle brackets> with your own details.

Original source

mattstockton.comUser story

Someone who uses the agent described their own setup. Figures are theirs.

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