We talk about AI constantly but most small teams are still using it wrong — what's actually working for you?

Tom Kwon — Fri, 20 Feb 2026 05:57:32 +0000

I've been going deeper into how AI is actually being used across different business functions and there's a pattern worth talking about.

Most founders I see either go all-in and try to automate everything at once, or they completely ignore it because it feels overwhelming. Both approaches tend to fail.

What actually seems to work is picking one painful, repetitive problem and solving just that first. Lead qualification. Invoice processing. Ticket routing. Not "AI strategy." Just one workflow.

A few things that stood out to me from real business cases worth discussing:

Finance teams using AI for expense tagging and fraud detection are cutting false positives by 40-60% compared to traditional methods. That's not a small gain.

Customer service teams handling Tier-1 questions through AI chatbots are reporting a 37% drop in first response times. Again, not replacing the team,just removing the repetitive load.

The ROI question is real though. Around 75% of companies have adopted AI in some form, but only about 25% are actually seeing returns right now. That gap is mostly because teams skip the pilot phase and go straight to full implementation.

The build vs buy debate also comes up a lot. Off-the-shelf tools get you moving fast. Custom builds give you control but cost more upfront. A hybrid approach is start with existing tools, build custom once ROI is proven, seems to be the most practical path for smaller teams.

Curious what's actually working in your business right now. Are you seeing real returns or still figuring out where AI fits?

Finding the Right Mobile App Development Partner in California

Tom Kwon — Sat, 29 Nov 2025 14:00:52 +0000

Choosing the right mobile app development team in California can be overwhelming. With so many agencies claiming to be “top-rated,” it’s easy to get lost in the noise. The truth is, a flashy website or fancy awards don't guarantee success. What matters is finding a team that truly understands your goals and users.

You want a partner who listens to your vision and can turn it into a scalable, user-friendly product. Experience, technical expertise, and client satisfaction should be at the core of your decision. That’s why we’ve researched and ranked the top app development companies in California.

Our list includes agencies that have a proven track record of delivering quality apps across industries. These companies specialize in a range of services, from cross-platform development to AI integrations and enterprise solutions. They know how to balance innovation with practicality.

When choosing a partner, it’s important to understand their approach. Look for companies with a clear process, solid communication, and a history of successful launches. Transparency and real-world results matter more than empty promises.

If you’re ready to build a mobile app that performs and scales, it’s crucial to pick the right team. Check out our guide to the top mobile app development companies in California
and find the right partner for your project.

Building an app is a journey, and the right partner can make all the difference. So, take your time, do your research, and choose a team that will bring your idea to life.

DEV Community: Tom Kwon

We talk about AI constantly but most small teams are still using it wrong — what's actually working for you?

Finding the Right Mobile App Development Partner in California