qualified.at is an open-source framework designed to create branching intake forms that leverage artificial intelligence to streamline data collection. The system uses a deterministic domain-specific language (DSL) written in Ruby, allowing developers to define the structure and logic of questionnaires with six specific verbs: ask, say, header, btw, warning, and confirm. This approach enables the creation of conversational, adaptive forms without relying on YAML or graphical user interfaces.
A distinctive feature of qualified.at is its integration with large language models (LLMs) such as Claude and GPT. Through the clarify verb, the framework can extract structured, typed data from a single paragraph of free-text input, reducing the need for multiple follow-up questions. The engine automatically skips questions that have already been answered by the LLM, optimizing the user experience and minimizing unnecessary prompts.
The framework serializes each flow to a JSON wire format, with rules represented as abstract syntax tree (AST) objects rather than code blocks. This design allows the frontend to evaluate branching logic locally, eliminating server round-trips for logic processing. qualified.at supports 11 typed data fields—including string, text, integer, decimal, currency, boolean, enum, multi_enum, date, email, and phone—each mapping to an appropriate widget across platforms such as TTY, web, and mobile. Additional features include accumulators for running totals, complexity scoring, and feature gating, which can be declared at the flow level and accessed at runtime or during post-processing.
Embedding qualified.at forms is facilitated by a single JavaScript tag, with the widget rendered in a shadow DOM, making it adaptable for various deployment environments. The framework is delivered as open-source Ruby gems, with its code and documentation available on GitHub. Its capabilities are intended for developers seeking to build intelligent, adaptive intake forms that combine deterministic rules with probabilistic AI-driven extraction.
In the Frameworks & SDKs space, qualified.at takes a focused approach. It focuses on automating the creation of dynamic intake forms that adapt to user input and extract structured data from free-text answers. It is built as an open-source project for developers building smart forms or intake workflows. qualified.at is open source under the MIT license. The product ships for the web, embeddable surfaces, the command line, and API, and it can be self-hosted.
Behind qualified.at is Inquirex, based in Austria, and the product first shipped in 2026. Development happens publicly on GitHub with 3 commits in the last 90 days. Key capabilities include branching logic, Ruby DSL, and LLM extraction.
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