Micro-SaaS & AI ProductsSource date: March 12, 2026Last reviewed October 19, 2026

A dev agency's internal planning tool became an AI software engineer at $500K ARR

pre.dev was funded by the agency's client work before it spun out.

Subject: pre.dev (Arjun Raj Jain)AI agent product for building software

Read original source1 source linked below
A laptop showing revenue charts on a desk beside an open notebook and coffee

Case Overview & Background

Arjun Raj Jain and his partner Adam ran a software consulting firm and built internal tools to automate planning and scoping. They spun the tool out as pre.dev and expanded it into an autonomous AI engineer, now at $500K ARR.

How AI Is Used

The agent researches a problem, writes an architecture and roadmap, then writes and ships code task by task in sandboxes, checked before it reaches GitHub.

Step-by-Step Process

Step 01Build tools for your agency

Automated their own scoping.

Step 02Use clients as feedback

Every engagement improved the agent.

Step 03Spin it out

Launched it as its own product.

Customer Acquisition & Distribution

Grew out of the agency's client base.

Limitations, Risks & Failure Modes

What may not apply to you, and what could go wrong:

  • Self-reported
  • Competes with big AI coding tools
  • Agency funding hides true product costs

Key Takeaways

  • Agencies can incubate products
  • Internal tools can become products
  • Quality checks build trust in AI code

Sources

Indie HackersMarch 12, 2026

Indie Hackers: Building a fully-agentic engineer and growing it to $500k ARR

Note: Interview by James Fleischmann.

Open Source
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Case ID: cs-a-dev-agency-s-internal-planning-tool-became-an-ai-software-engineer-a
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