Vibe Coder

What it is

Vibe Coder, from Olam Systems, is an AI app builder that generates a whole application, not just a screen. Its tagline is "Full-stack app generation you don't outgrow", and its docs say it is "designed for organizations building internal applications with AI-assisted development". In the company's definition, full-stack means frontend, backend, database and deployment, generated together as one codebase you own. The reader it fits is a team or an organization that wants a real backend and a real database from the first prompt, and wants to be able to walk away with the code. The pages do not say where Olam Systems is based.

What you build and how

You build by working with an AI coding agent. The product page says the agent keeps persistent context: it remembers the files and project structure, the entities and data model, the existing API contract and what the last session built. The point is that you can "come back to a project after a week" and it knows what you built, without re-explaining it every session, and that its understanding does not degrade as the project grows.

The company's central argument is against what it calls the frontend-only trap. Many AI app builders, it says, produce a nice interface wired to external services. That looks good in a demo, but once you need business logic, permissions, complex queries or sensitive data, you need a backend, and retrofitting one often justifies a rewrite. Vibe Coder generates the backend and database as part of the codebase from the first moment, and the FAQ states the consequence directly: asked whether it handles frontend-only projects, it answers "No". Every project includes a real backend and a real database, and it is not a landing-page or static-site generator.

What comes out is ordinary code. The docs describe a backend with real endpoints, your own database schema and a frontend layer wired to the API, with no proprietary SDK and no required runtime dependency on Vibe Coder. The product page shows the app running with "npm install && npm start" on any machine, and says you can push it to GitHub "and never open Vibe Coder again".

You do not have to start from a blank prompt. You can point the agent at a GitHub repository URL or upload a ZIP file. It reads the source regardless of language, and the page names C#, Java and C++, then regenerates an applet with the same features on the platform "where feasible". The company contrasts this with tools that only move projects between their own formats.

Each project gets two isolated environments, each with its own database. Preview/Staging is where you build and test against the same serverless artifact that will run in production, and Production is where you promote explicitly, with real users and real data.

Access control is set per app from its settings, and both rules are optional and independent. An IP/CIDR allowlist takes IPv4 and IPv6 entries, up to 100 of them. It is enforced at the bridge layer, covers both the Preview and the deployed app's data API, applies to anonymous visitors only so signed-in editors are never locked out, and takes effect immediately with no deploy. A country allowlist takes ISO 3166-1 alpha-2 codes and is enforced as a CloudFront GeoRestriction at the CDN level. The company says this needs no extra infrastructure and carries no extra charge, and it admits the limit of the country filter: it is IP-geolocation based, so like any geo-block a VPN gets around it.

Cost visibility is the last feature worth naming. Every operation shows its token cost in real time. The product page gives examples of generating an endpoint at about 2,400 tokens, updating a database schema at about 1,100 tokens and a session total of about 3,500 tokens. The stated benefit is catching an AI stuck in a retry loop right away, instead of finding it on a billing page at the end of the month.

What it costs and what the site claims

The pricing page splits individuals from organizations. For individual developers, "a new account starts with no free credits", so you either buy a one-time credit pack or subscribe monthly.

• Starter: $5 one-time for 400 credits.
• Growth: $20 one-time for 2,000 credits.
• Pro: $50 one-time for 6,000 credits, marked "Best value".
• Monthly subscription: $29 a month for 3,000 credits every cycle plus unlimited free deploys.

One-time packs cover both generation and deploys. On the subscription, Preview/Staging and Production deploys never consume credits. For organizations, pricing is custom and depends on the number of developers and users, application requirements, infrastructure environments and AI workload. The page lists what an organization gets: ownership and export of the code, a real backend with your own database, isolated environments, transparent AI usage tracking, team onboarding and support, and deployment assistance. The company explains the custom quote by saying production applications differ from prototypes.

One inconsistency is worth noting. The pricing page says to sign up and start building, while the FAQ and docs say pricing is tailored for organizations and that you get access by contacting sales through the homepage form or by email. Ask which path applies to you.

On ownership, the claim is clear and repeated. The docs say "There's no 'upgrade' tier required to export it, and nothing stays locked to the platform", and the FAQ says you own the code from the first moment. The pages name no compliance standard such as SOC 2 and publish no customer list.

Who it suits and who should look elsewhere

Vibe Coder suits a development team or IT group that wants to build internal applications faster with an AI agent while keeping the output as a normal repository. It also suits an organization that wants staging and production separated and per-app IP or country restrictions without standing up extra infrastructure. Someone sitting on a legacy codebase in C#, Java or another language may find the import path worth testing.

It is a poor match for a founder who wants a drag-and-drop canvas, because the product works through prompts and generated code and you are expected to read and own what comes out. It will not build a static site or a landing page, since every project includes a backend and database. The organization route has no published price, so a quote comes only after talking to sales. The country allowlist can be bypassed by a VPN, and imports regenerate an app only "where feasible", so a complex legacy system may not carry over in full.