AI coding agent and app builder guide
How to choose an AI coding agent.
AI app builders move quickly, but the best first demo is not always the best long-term workspace. Use these seven questions to evaluate how a builder handles real software after the initial prompt.
This guide is published by Admas. It explains our evaluation criteria and clearly labels product claims.
What to look for
Seven questions to ask any AI app builder.
Test these capabilities on your own requirements. Ask for evidence, inspect the output, and confirm what remains yours.
Does it understand your existing project?
A useful builder should inspect the current files, preserve relevant decisions, and continue from project history. Repeatedly rebuilding context makes connected changes fragile.
Admas approachFiles, events, runs, previews, and decisions remain attached to one durable project workspace.Does it ship with real data and authentication?
Look beyond mock data. A production application may need sign-up, sign-in, roles, database rules, APIs, and a clear path to the backend you control.
Admas approachUse an Admas managed database or connect an external database you own; managed service is priced separately.Is the output responsive and production-ready?
Confirm the app works across intended screen sizes, handles errors, and can be built outside the demo environment. “Generated” is not the same as “ready.”
Admas approachAdmas works toward a running full-stack web app and exposes the portable project source.Can you verify a live preview before you ship?
A live preview should come from the actual running project. Ask whether the builder starts the software, surfaces failures, and shows what it verified.
Admas approachThe agent runs in an isolated Admas sandbox with preview state, work logs, and execution evidence.How does it handle database changes?
Schema changes, access rules, and migrations can affect real customer data. The builder should make ownership and destructive actions explicit.
Admas approachDatabase actions are proposed, scoped, and approved; cancellation suspends managed service before any later retention cleanup.Do you own the source code?
Check whether you can export a useful project, run it elsewhere, and retain the implementation when you stop using the builder.
Admas approachDownload a ready-to-run project or a source-only export. Admas is designed as a workspace, not a lock-in layer.Does it provide working website, Android, and iOS ZIPs?
Ask what each download actually contains. A useful web package should run from the exported source; mobile packages should provide a reproducible path to native projects without pretending that unsigned source is a store-ready binary.
Admas approachDownload a ready-to-run website ZIP plus separate Android and iOS native project ZIPs built from the same verified web source. Android Studio or Xcode and your own signing credentials are still required. No APK or IPA is falsely advertised.Compare the workflow
A quick generator and a durable engineering workspace solve different problems.
Some projects only need a fast visual prototype. Connected business software usually benefits from persistent context, real execution, explicit approvals, and portable source.
| Evaluation area | Typical quick generator | Admas workspace |
|---|---|---|
| Project context | Often optimized for the current prompt or page | Durable project files, events, runs, and decisions |
| Execution | May stop at generated output or a hosted preview | Isolated runtime, commands, preview health, and evidence |
| Backend | Varies by builder and plan | Managed or externally owned database with explicit ownership |
| Change control | May apply changes immediately | Proposals and approvals for governed resources |
| Source ownership | Export terms and usefulness vary | Ready-to-run and source-only project downloads |
| Delivered packages | May provide only a hosted preview or one web export | Ready-to-run website ZIP plus separate Android and iOS project ZIPs, with native SDK and signing requirements stated |
| Usage billing | May couple plans to changing model token prices | Stable customer credits with versioned provider rates and hard caps |
Make the right tradeoff
Choose for the software you actually need.
Choose Admas when
The project must survive the demo.
- You expect connected changes across a real codebase.
- You need a running backend, authentication, or business logic.
- You want execution evidence and portable source.
- You prefer hard usage caps and a model-neutral credit.
A simpler tool may fit when
The output is intentionally disposable.
- You only need a static mockup or isolated landing page.
- You do not need persistent project history.
- You are comfortable rebuilding the implementation elsewhere.
- The fastest possible visual concept is the only goal.
Take the checklist
Ask for a working result—and the evidence behind it.
Bring one realistic workflow, request a responsive application with data and authentication, change a connected requirement, inspect the preview, and export the source. The result will tell you more than a feature list.