There are three categories, and picking the right category matters more than picking the right tool:
- AI app builders — describe the app, get the app. For founders, designers, and developers who want to skip boilerplate.
- AI coding assistants — autocomplete and agents inside your editor. For developers who already write React Native, Flutter, or Swift.
- On-device AI SDKs — for adding AI features (vision, speech, LLMs) to an app you already have.
We build mobile tooling for a living, so we've tested everything below on real projects. Here's the honest map.
Category 1: AI app builders (no code required)
ShipNative — text or screenshot → React Native app
ShipNative generates complete React Native + Expo apps from a plain-text prompt or a screenshot. That output choice matters more than any feature: React Native is what Discord, Shopify, and Coinbase ship with, which means your generated app is a real store-ready codebase, not a prototype format you'll migrate off later.
A concrete run from our test suite: the prompt “a workout log with a calendar view, rest-day streaks, and Apple Health sync”produced a five-screen app — tab navigation, working calendar, seeded demo data — with a live preview in the browser in under two minutes. From there you edit by prompting (“make the streak card orange, add a share button”), preview on your own device, and export the full project whenever you like.
- Best for: founders and designers shipping to the App Store / Google Play without native experience
- Output: React Native + Expo, full code export
- Price: free to start
FlutterFlow — visual builder with AI assist
Strong choice if you want fine-grained visual control and are comfortable with the Flutter ecosystem. AI generation supplements a mature drag-and-drop editor. Code export on paid tiers.
- Best for: designers who want pixel control; Flutter teams
- Output: Flutter · Price: free tier, export paid
Rork — quick React Native prototypes
Prompt-to-React-Native like ShipNative, optimized for speed of first draft. In our head-to-head, it was fast to first screen but needed more manual work on data consistency and backend. ShipNative vs Rork →
Glide / Base44 — internal tools, not store apps
Both excel at business tools (spreadsheet-driven or plain-English CRUD). Neither targets App Store distribution — Glide outputs PWAs, Base44 web apps. Right tools, different job.
Category 2: AI coding assistants (you write code)
Cursor — the AI-first IDE
The default choice for React Native developers in 2026. Repo-wide context, agent mode for multi-file changes. It will not save you from mobile-specific yak-shaving — simulators, native modules, provisioning profiles are still your problem. Price: $20/mo.
Claude Code — terminal agent for bigger changes
Strongest at multi-step tasks across a codebase (“add offline sync to these four screens”). Pairs well with Expo. Terminal-first workflow suits developers; steeper start for everyone else.
GitHub Copilot — the baseline
Reliable inline completions in VS Code and Android Studio. Less agentic than Cursor or Claude Code; cheapest way to speed up code you were writing anyway. Price: from $10/mo.
The catch for all three:they accelerate developers. If you don't already code, an assistant gives you an empty Expo project and good luck — a builder (category 1) is the correct starting point, and you can graduate to assistants after export. That path — generate with a builder, refine with an assistant — is how a lot of 2026 indie apps actually get made.
Category 3: On-device AI SDKs (add AI to your app)
Different question — building an app with AI features rather than using AI to build:
- Google ML Kit — free, production-ready APIs for text recognition, barcodes, face detection on iOS and Android.
- TensorFlow Lite / LiteRT — run custom ML models on-device.
- Apple Core ML + Foundation Models — on-device LLM and vision on iOS.
- OpenAI / Anthropic APIs — cloud LLM features (chat, summarization) — a fetch call from React Native.
If your app idea is an AI feature (a plant identifier, an AI journal), you can combine categories: generate the app shell with a builder, then wire an API into the generated code.
Comparison table
| Tool | Category | You need to code? | Mobile output | Free tier |
|---|---|---|---|---|
| ShipNative | Builder | No | React Native + Expo | ✅ |
| FlutterFlow | Builder | No | Flutter | ✅ |
| Rork | Builder | No | React Native | ⚠️ |
| Glide | Builder | No | PWA only | ✅ |
| Cursor | Assistant | Yes | Any | ⚠️ |
| Claude Code | Assistant | Yes | Any | ⚠️ |
| GitHub Copilot | Assistant | Yes | Any | ✅ |
| ML Kit | SDK | Yes | iOS + Android | ✅ |
Recommendations by situation
- Non-technical founder, store launch: ShipNative → export → hire help only if you outgrow prompting. Then follow the App Store submission checklist when you ship.
- Developer starting a new app: generate the skeleton with a builder, refine in Cursor/Claude Code. The boilerplate week disappears.
- Existing app, want AI features: skip builders; ML Kit or an LLM API.
- Android-first on a budget: ShipNative or FlutterFlow — one codebase, both stores, free to start.
Have an app idea in your notes app right now? Turn it into a working app free at shipnative.dev — describe it in a sentence, preview it on your phone, ship it when it's ready.