App builders, dev shops, and ConceptualAI

Last updated: August 9, 2026

These are three genuinely different products, and a lot of comparisons pretend otherwise. This page is our honest read on which one you actually need — including the cases where the answer is not us. We sell something specific; if your problem is a different shape, we would rather you knew that on this page than found out after paying.

When an AI app builder is the right choice

Tools like Lovable, Bolt.new, v0, and Replit are very good at what they are for: getting something on a screen fast. If any of the following describes you, that is the category you want, and you will get there quicker and cheaper than with us or with an agency.

• You are validating an idea. You need something clickable this afternoon to put in front of five people, and if it gets thrown away that is a success, not a loss.
• The app is mostly interface. A landing page, a marketing site, a dashboard over data that already lives somewhere, an internal tool with a handful of records.
• You do not need to own the backend. Where the database lives varies by platform and is worth checking — but renting it is completely fine when the app is not going to outlive the experiment.
• You want to iterate by talking. The conversational build loop is the product, and it is genuinely pleasant.

Building a prototype with one of these and then rebuilding properly once it works is a legitimate strategy, not a mistake. Plenty of good software started that way.

When to hire a development shop

A development agency does something no generator does, and it is worth being blunt about it: they think about your business with you. Hire one when:

• The hard part is the problem, not the code. If the requirements are genuinely unclear and figuring them out is most of the work, you want people, not a generator.
• You are integrating with something gnarly and specific. A legacy system, a private partner API, an on-premise database, something with a spec nobody has written down.
• You have compliance or audit obligations that require named humans accountable for decisions — regulated industries, security review, procurement that needs a supplier to sign things.
• You need a roadmap, not a build. Ongoing product work, a team that holds context across quarters, someone to argue with about priorities.

We think dev shops are our closest comparison, because they are the ones actually delivering what we deliver: a real application with a real backend that you own afterwards. The trade is the usual one — people cost more and take longer than a machine, and in exchange they can handle ambiguity a machine cannot.

Where ConceptualAI fits

We are for the case in between: you know what you want, it needs a real backend, and you want to own it.

• The app needs to do real business. Payments that settle, email that sends and receives, authentication, background jobs, AI that is part of the product — not a mock.
• It needs a database you control. Your exported backend runs on MongoDB, Postgres or Turso — one environment variable, no code changes, because the data layer is written against all three.
• You want the source code — both repositories, the backend carrying the generated tests, the OpenAPI spec and a Dockerfile — and you want it to run without us.
• You can describe what you want. This is the real requirement. We are a bad fit if the specification does not exist yet and discovering it is the project.

The short version

Questions worth asking whichever you pick

These are the questions we wish more buyers asked, including of us. The answers vary a lot between platforms and between agencies, they change over time, and they are the ones that hurt later if you skip them. Ask them directly and get the answer in writing.

• Whose account is the database in? If the app succeeds, does the data live somewhere you control, or somewhere you rent?
• Can you export the backend, or only the frontend? These are very different offers and both get described as "you own your code."
• Does anything verify the app works, or does "done" mean the agent stopped typing? If something does test it, does the test survive after the build, or was it a one-off?
• When you change one thing, what protects everything else? Ask what happens to work you did by hand, and whether restoring an old version also moves your data back.
• What happens if the vendor shuts down or pivots? This category has seen real closures and rebrands. Does your app keep running?
• What are you charged for when it fails? Ask specifically whether a failed or abandoned generation costs you anything.

For what it is worth, our answers: your database, your account, and a choice of engine you set with one environment variable. Both repositories export, backend included. The backend's concepts — data, auth, the state everything else depends on — are not accepted until their generated tests pass against a real database; endpoints get their own generated suite run against that database too, and both suites ship inside the repository so you can re-run them forever. Where an endpoint does not converge, it is reported rather than quietly dropped. The app has no dependency on us once exported — no proprietary runtime, no SDK in between. Credits are charged once when you approve a plan, and approving the same plan again does not charge twice.

If you are still not sure

Look at the five demo apps on our landing page. Each one was generated from a single prompt, the prompt is shown on the card, and every one is live and usable. If the apps look like the thing you are trying to build, we are probably a fit. If they look like less than what you need, hire a dev shop — that is a real answer and not a sales tactic. Our pricing is public, and you can email us at admin@conceptual-ai.app.