Data in Communication

AI Connector

AI systems and Large Language Models access health and performance data via the Datico® Smart API — for LLM-based analysis, pattern recognition, and AI-powered recommendations. Always limited to the data the AI system is authorized to access.

Your AI. With the right data.

AI solutions are only as good as the data they work with. Via the Datico® Smart API, AI systems — from Large Language Models to ML pipelines — gain direct, structured access to all measurements, scores, longitudinal data, and insights stored in the LIFE HUB. The AI system submits a query, and the LIFE HUB responds with the data — always strictly limited to the scope permitted by the stored API credentials and the roles & rights management.

Large Language Models GPT · Claude · Gemini
RAG Systems LangChain · LlamaIndex
ML Models TensorFlow · PyTorch · sklearn
Custom AI Apps Python · REST · Webhooks
Smart API
authorized · role-based
Datico® LIFE HUB
Measurements & Time Series
Scores & Indices
Therapy & Training Progressions
Questionnaire Results
Person Data & Groups
Authorized data only

LIFE HUB data as the foundation for AI-driven analysis.

LLM-Based Analysis

A Large Language Model retrieves structured data for an athlete, patient, or study participant via the Smart API and generates a natural-language evaluation — a progress report, summary, recommendation, or status assessment.

Coaches, therapists, and physicians receive an easy-to-read report that translates measurements, scores, and trends into clear prose — without any manual effort.

RAG – Ask Your Data

With Retrieval Augmented Generation (RAG), an AI system can selectively query LIFE HUB data and answer context-specific questions: "How has athlete X's endurance developed over the last 8 weeks?" or "Which patients have fallen below the reference value for parameter Y?"

The system retrieves exactly the relevant data via the Smart API and generates a precise, data-driven answer.

ML Models & Pattern Analysis

Machine learning models train and infer on longitudinal data stored in the LIFE HUB. Injury risk, overtraining detection, therapy outcome prediction — ML models reveal patterns that remain invisible in manual data review.

AI-Powered Recommendations

AI systems combine current measurement data with reference values, longitudinal history, and norm ranges from the LIFE HUB to derive individualized recommendations — for training management, therapy adjustment, or intervention.

The AI only sees what it is permitted to see.

An AI system is an external system — and is treated exactly like any other. Access to LIFE HUB data always requires individual API credentials. These credentials are bound to defined roles and rights within the LIFE HUB. The AI system therefore cannot access persons, parameters, or events for which no permission exists. Uncontrolled AI access to patient or athlete data is structurally prevented.

API Credentials

Every AI connection authenticates with a credential pair. These credentials are bound to a LIFE HUB data access profile — with precisely defined read permissions.

Roles & Rights Management

Which persons, groups, parameters, and time periods the AI system may query is configured centrally in the LIFE HUB — independent of what the AI model could technically request.

GDPR-Compliant

All AI access is TLS-encrypted and logged in the audit trail. Data sovereignty remains with the LIFE HUB operator — AI systems receive only temporary, secured read access.

What the AI Connector enables

LLM INTEGRATION

GPT, Claude, Gemini, and other LLMs access LIFE HUB data directly via Smart API and generate natural-language analyses, reports, and summaries.

RAG-CAPABLE

Retrieval Augmented Generation: AI systems contextually retrieve exactly the relevant datasets to provide precise, data-driven answers to specific questions.

ML PIPELINES

Machine learning models train and infer on longitudinal data from the LIFE HUB — for pattern analysis, predictive models, and anomaly detection.

AUTHORIZED & SECURED

No AI system receives more data access than its API access profile permits. Role-based, encrypted, logged — GDPR-compliant by design.

Large Language Models RAG ML Models GPT · Claude · Gemini LangChain LlamaIndex TensorFlow · PyTorch Smart API Role-based GDPR-compliant

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