80% AI, 100% Innovation : How Incerro Is Automating Development

When we first brought AI into our workflow, we thought it would handle small chores. What it did instead was change how we build.

AI as a Teammate

We use AI to:

• Spark ideas and explore architecture options

• Clean up boilerplate and repetitive code

• Write unit tests and suggest refactors

• Document design choices in plain language

It is not replacing engineers. It is amplifying them.

A Moment That Changed Everything

One Wednesday, we faced a tough performance issue and a tight deadline. AI generated multiple approaches, created focused test cases, and even produced candidate diffs. The team refined, reviewed, and shipped the fix the next day. That was when collaboration truly felt different.

Our Approach: Keep Humans in Control

We make sure AI works with us, not for us.

• Feed AI our real constraints and past decisions

• Validate every output before it ships

This balance lets us move faster without compromising quality or ownership.

What Changed

• Reviews focus on intent, not style

• Engineers spend more time solving problems, not cleaning up code

• Releases move faster, and learning cycles get shorter

Behind the Scenes

We built this on:

• High-quality prompts and reusable templates

• Human-in-the-loop checks

• Team training to know when to trust and when to push back

The Mindset

At Incerro, we aim for 80% AI and 100% Innovation. We are not outsourcing judgment. We are scaling curiosity and craftsmanship.

If you are exploring AI in your workflow, start small. Use it to free focus and fuel creativity. And share what worked for you, I’d love to learn from it.