What Building Several AI Tools Taught Me About Product Marketing

Over the past couple of years, I’ve built several AI products.

Some followed the trends at the time: tools for image generation, tools to create UGC-style ads, and other small AI utilities. Like many builders exploring the AI space, I was experimenting and trying to understand where real value existed.

Interestingly, the results were very different.

A few of those tools still have active users today. They continue to get organic traffic and people still find them useful.

But some products lost traction only a few months after launch.

At first I assumed the difference came from the product quality. Maybe one tool solved a better problem than another.

But after launching several products, I realized something more nuanced.

Each product enters the market at a different moment.

And that moment matters a lot.

Timing matters more than we expect

When a new technology trend emerges, early products often gain attention quickly. But as more tools appear, the market becomes crowded very fast.

What worked a few months ago may not work today.

I learned that launching a product is not just about solving a problem, it's also about understanding the timing of the market.

Product alone is rarely enough

Another belief I had early on was that if a product was genuinely useful, people would eventually discover it.

But in reality, the internet is incredibly noisy.

New AI tools launch every day. Even strong products can remain invisible if they don’t actively build distribution.

Marketing today isn’t just promotion.
It’s about consistently showing up where your users are.

Marketing is more operational than most people think

While building these products, I also realized that marketing involves a lot of repetitive operational work:

• planning content

• publishing across platforms

• analyzing performance

• adjusting messaging

None of these tasks are extremely difficult, but they require consistent effort.

For small teams, that workload can quickly become overwhelming.

Why we started building Audenci

After seeing this pattern repeatedly, my team and I started building Audenci.

Audenci is an AI marketing agent designed to help teams automate operational marketing workflows, things like planning content, analyzing performance data, and organizing marketing activities.

The goal is simple: help founders and teams spend less time on repetitive marketing tasks and more time on strategy and product thinking.

Building multiple products taught me that success rarely comes from just one factor.

It’s usually the combination of timing, distribution, and consistent visibility.

And honestly, I’m still learning with every product we build.

If you’re also building a product and figuring out marketing at the same time, I’d love to hear your experience.

You can also explore what we’re building with Audenci here:
https://audenci.com