Real AI agent use cases, with sources and setup prompts

Replace one-off BI reports with an internal site of HTML dashboards

ihm185 describes a company paying about $150k a year for Looker where one engineer spent an afternoon building an internal site for HTML dashboards with Claude Code. Eight months later it has as many weekly users as Looker, and Looker usage is down a third.

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Source

@ihm185 on X · 2026-10-24

Written in our own words. Credit to the original author. Link checked 2026-10-24.

What they did

ihm185 describes a company paying about $150k a year for Looker where one engineer spent an afternoon building an internal site for HTML dashboards with Claude Code. Eight months later it has as many weekly users as Looker, and Looker usage is down a third.

Result (as claimed)

Cheaper dashboards for one-off reports.

Tools they used

Claude Code

Cost: Pricing depends on the tools you pick; check each official pricing page.

Set it up

  1. Pick a contained repo or task

    Start on a branch or side project where mistakes are cheap.

  2. Install and configure

    Set up Claude Code. Read what it can run on your machine and limit permissions where possible.

  3. Run it on a real task

    Give it a well-scoped issue and let it work. Review the diff like any pull request.

  4. Add guardrails

    Keep tests and CI in the loop, and never let an agent push to main or touch production secrets unattended.

Copy the full setup prompt

Paste into your agent and it will walk you through the setup, asking before anything that sends, posts or spends.

You are helping me set up this AI use case end to end in Claude Code.

Goal: Replace one-off BI reports with an internal site of HTML dashboards
What the original author did: ihm185 describes a company paying about $150k a year for Looker where one engineer spent an afternoon building an internal site for HTML dashboards with Claude Code. Eight months later it has as many weekly users as Looker, and Looker usage is down a third.
Reported result (as claimed by the author): Cheaper dashboards for one-off reports.
Source: https://x.com/ihm185/status/2113950378647765166
Tools they used: Claude Code
Category: Dev & ops

Please:
1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like).
2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure.
3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data.
4. Finish with a checklist to run it again next time.

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Guides for this use case

How to build a dashboard with AI agents · How to vibe code an app with Claude Code

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