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Intro

Tutorials overview Practical, step-by-step tutorials showing how to solve real-world problems using Knowledgator's open-source frameworks — GLiNER, GLiClass, and GLiNKER. Each cookbook walks you through a complete use case from start to finish, running entirely on your local machine with no API keys required.

Customer Support & Communication​

Classify Customer Intent in Support Tickets​

Automatically classify support tickets by intent using GLiClass zero-shot classification — route to the right team, prioritize urgent issues, and improve response times.

PII Detection and Redaction with GLiNER​

Build a complete pipeline to detect and redact personally identifiable information from text using GLiNER's entity extraction.

Document Processing & Data Extraction​

Extract Structured Data from Invoices​

Use GLiNER to extract key fields like vendor names, amounts, dates, and line items from invoices into structured JSON format.

Parse Enterprise Search Queries​

Implement intelligent query parsing for enterprise search using GLiNER to identify entities, filters, and intent from natural language queries.

Knowledge Graphs & RAG​

Build a GraphRAG System​

Create a knowledge graph-powered retrieval system using GLiNER-relex to extract both entities and relations in a single pass for enhanced RAG applications.

Connect extracted medical entities to your hospital's internal databases using GLiNKER for consistent terminology and record matching.

Healthcare & Life Sciences​

Extract Biomedical Entities from Clinical Reports​

Extract diseases, medications, procedures, and other biomedical entities from clinical text using GLiNER with specialized entity types.

Detect Adverse Drug Events in Medical Text​

Identify adverse drug events and side effects in medical literature and patient records using GLiClass zero-shot classification.

Social Media & Content Analysis​

Categorize Social Media Posts with GLiClass​

Run zero-shot classification locally to categorize social media content by topic, sentiment, and engagement intent — fully private, no data leaves your machine.

Finance & Compliance​

Train a Financial Spam Detector​

Train a custom classifier to detect financial spam, phishing, and fraudulent content by fine-tuning GLiClass on your labeled data.