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Tutorials · 2 min read

Build internal tools with AI. A back office in an afternoon

How operations teams build admin panels, approval flows and dashboards with AI: data model, permissions, audit log, integrations and developer access via MCP.

Published 2026-10-07 · updated 2026-10-11 · AITIZER team

An internal tool generated by AITIZER

Every company runs on internal tools: refund approvals, onboarding checklists, inventory adjustments. They are rarely glamorous and almost always waiting for an engineer. AI changes the economics: the first version takes an afternoon, and the people who use the tool can keep improving it.

Start from the workflow, not the screen

Write down one workflow end to end: a customer asks for a refund → support checks → manager approves above $100 → finance pays → customer is notified. Every noun becomes a table, every arrow a status or an automation.

A dashboard generated by AITIZER
The generated app: dashboard, board and detail pages on top of your tables.

The five building blocks

BlockIn AITIZER
DataTables with relations, formulas and select fields
ViewsGrid, kanban for approvals, calendar, forms
RulesRoles and per-view permissions; row-level "own records"
AutomationsRow triggers, schedules, webhooks, 240 integrations
TrailAudit log of every change
Data behind the internal tool in a Smart Table
The same data, as a grid anyone can open.

Give developers a door, not a ticket queue

Engineers do not need to build the tool, but they often need to extend it. AITIZER exposes every workspace as an MCP server (54 tools) and a REST API, so a developer can query and automate from Claude Code or Cursor. Read more in Turn your database into an MCP server.

A ready prompt

The prompt below builds the refund flow described above. Paste it in the composer and adjust the names.

See also: Internal admin panel solution · AITIZER vs Retool.

Build it on AITIZER. Free, no card

Paste this into the composer and watch it ship:

Build an internal admin panel for our operations team with Customers, Subscriptions and Refund requests, approvals on a kanban, and support can only approve refunds under $100.
  • Real Postgres tables you own and can export
  • AI agents on WhatsApp, Telegram and web chat
  • Publish to your domain, or as a PWA, Android and desktop app

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