How to choose a reliable AI-powered app builder in 2025 (key considerations after Builder.ai shut down)

The recent AI boom has led to an explosion of new and evolving app-building platforms promising faster development through artificial intelligence. But while speed is essential, it’s just as important to ask whether the speed is backed by substance.

Not every “AI-powered” tool delivers real value beneath the surface. Before committing, users need to look beyond the pitch and evaluate whether the platform can keep up not just today but as your needs grow.

The downfall of Builder.ai, a once high-flying AI app builder that filed for insolvency in May 2025, has heightened concerns about “AI-washing”, when companies mislabel basic services as AI to ride the hype. 

Unfortunately, this isn’t the first time a development platform’s shutdown has left the tech space questioning the reliability and credibility of app builder platforms. For example, Google’s own low-code platform officially closed its doors in January 2021, with Google citing “low usage” as the reason. Businesses using the platform were given a year to migrate before their apps stopped working.

This history underlines a sobering fact: when a platform you rely on suddenly disappears, you may be forced to look for alternatives to keep your operations running. It’s a reminder to always have a contingency plan and choose app builder providers carefully.

So how do you confidently choose an AI app builder that won’t leave you stranded?

If you’re among those now evaluating Builder.ai alternatives or similar AI app builder alternatives, it’s crucial to vet the next platform thoroughly.

Below, we outline four key factors to consider before committing to any AI-powered app development platform:

1. Track record over trendiness

In the fast-moving world of tech, it’s easy to be intrigued by the newest platform on the block. But whether it’s the right fit depends on your long-term needs and the investment you're willing to make. We'd say to prioritize providers with a proven track record over those simply riding the trend.

Ask yourself: How long has the platform been in business? How battle-tested is it in real-world use?

Longevity signals that the platform is doing something right.

2. Transparent AI, not AI-washing

Be wary of platforms that feel the need to shout “AI” from the rooftops without substance to back it. Transparency in AI usage is key.

Ask yourself: Does the vendor clearly explain what their AI features do and how they work, or do they treat AI like magic?

Reliable providers will openly discuss the limitations and strengths of their AI components instead of hiding behind buzzwords.

3. Customer trust & ecosystem

Another critical factor is the level of customer trust a platform has earned and the strength of its overall ecosystem. A healthy sign is an active community of users, plenty of third-party partners or developers, and integration with other popular tools.

Essentially, you want to see that the platform isn’t operating in a silo.

Check for customer success stories and testimonials–are businesses similar to yours using it successfully?

Trust is contagious: If many others have trusted a platform for years, you’re more likely to be in good hands.

4. Exit readiness & data ownership

Before you commit to any cloud or AI app builder, plan for the exit—not because you expect to leave, but to ensure you can leave if you ever need to. Vendor lock-in is a real concern. Make sure you own your data and intellectual property for the apps you build.

Ask yourself: Can I export my application or data easily? Do I retain rights to my app’s code or designs?

A platform could shut down, or you could simply outgrow it, so look for platforms that don’t trap you. For example, those offering export tools, open APIs, or the ability to extend the app outside the platform’s confines are a good bet.

It should be clear in the terms who keeps ownership of the app’s data (ideally, you). Knowing that you can self-host, migrate, or integrate your app elsewhere if needed provides huge peace of mind. 

If you're looking for an alternative AI app-building platform, we're here to help

At Zoho Creator, we’ve been in the app-building space for almost two decades. Over the years, we’ve partnered with thousands of businesses—some just starting out, others growing with us year after year. And every journey has taught us how important it is to build platforms that are reliable, stable, and ready to grow with you.

When you build on Zoho Creator, you own your data, your applications can scale with you, and our support teams are here for you every step of the way.

If you’ve been left uncertain by the Builder.ai shutdown or are evaluating your options, give us a try.