Success story

Chatbot and RAG assistant with a proven knowledge base on Spina Bifida

RESTART is developing an intelligent assistant that helps families, patients, doctors and foundation staff quickly find trusted information on the topic of Spina Bifida and reduces the burden on primary consultation support.

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Why do you need an assistant?

Around Spina Bifida, families have many urgent and sensitive questions: what specialists may be needed, how to prepare for a consultation, where to find foundation materials, how to navigate rehabilitation, care, routing and social support.

A conventional generative model is not sufficient for such a task. The assistant must respond based on a previously prepared and verified knowledge base, foundation documents, reference materials and expert recommendations.

How does a RAG environment work?

1

Knowledge Base

Fund documents, reference materials and expert responses are structured into a managed database.

2

Search

The user's question is compared with relevant fragments of documents, and does not go into free improvisation.

3

Answer

The assistant generates a clear answer based on the sources found and can lead to fund materials.

4

Control

Risky medical formulations are limited and the knowledge base is updated through a controlled process.

Help scripts

For families

Explain basic concepts in simple language, help prepare for consultations and find foundation materials.

For patients

Quickly find reference information on care, routing, support, and available materials.

For doctors and experts

Provide unified access to a structured knowledge base and materials used in information support.

For NPOs

Reduce the burden on operators and consultants, maintain a consistent style of initial responses, and find internal materials faster.

Technologies

LayerWhat is used
RAGCollecting documents, breaking them into semantic fragments, vector index, searching for relevant sources and generating a response based on materials.
IntegrationsFoundation website, Telegram bot, CRM/Helpdesk if necessary, administrative panel for managing the knowledge base.
QualityLimiting risky medical statements, checking the knowledge base, controlling sources and the ability to retrain scenarios.
SafetyMinimization of personal data, differentiation of access rights, logging, deleting data upon request and working with sensitive information in accordance with the requirements of Federal Law No. 152-FZ.

Medical disclaimer

The chatbot is not medical advice, does not prescribe treatment, and does not replace seeing a doctor. It provides reference information based on a knowledge base and helps you quickly find relevant materials from the foundation and expert community.

Platform framework RESTART AI Platform

The RAG assistant was developed using the RESTART AI Enterprise Platform: the RESTART platform AI environment, which allows you to collect verified sources, manage the knowledge base, limit risky language, keep logs and connect convenient interaction channels.

The platform approach helps not to reduce the project to one chatbot: an outline of data, rules, sources, roles, updating knowledge and quality control of answers appears around the assistant. The same approach underlies 1trAIner and other RESTART applied AI products.

AI Compute for RAG assistants

The foundation's RAG assistant shows that a knowledge base needs infrastructure as much as good text: document loading, vector index, updates, logs, risky wording restrictions, roles and backup must be part of the solution.

Partnership

RESTART is open to partnerships with healthcare organizations, foundations, research groups, regional teams and technology partners who are developing solutions for early intervention, routing and support for families faced with a diagnosis of Spina Bifida.

Let's discuss your environment

Describe the task, current systems, constraints, and expected results. We will offer a practical first step: diagnostics, pilot, audit, roadmap or project team.

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