Toolkit Demo
Interactive demo application for GAIK toolkit
Interactive Demo Application
The GAIK interactive demo provides hands-on access to all toolkit components, modules, and real-world use case implementations. Explore each capability through a user-friendly web interface — upload files, test processing pipelines, and see results in real-time without any setup or installation required.
Try the Live Demo: gaik-demo.2.rahtiapp.fi
Access is available upon registration request.
Source: GitHub - toolkit_demo_app
Software Modules
End-to-end pipelines demonstrating complete workflows from input to structured output. These modules combine multiple software components into single, production-ready solutions.
Audio → Structured Data
Upload an audio or video file and define your field requirements in plain language. The module transcribes the content and extracts structured data in one unified pipeline, returning both the transcript and validated fields.
Demonstrates: Complete voice-to-data workflow combining transcription and intelligent extraction.

Document → Structured Data
Upload a PDF or Word document and specify what data you need to extract. The module parses the document to markdown and extracts structured fields according to your requirements, supporting both simple and complex layouts.
Demonstrates: End-to-end document processing with configurable extraction logic.

Software Components
Individual building blocks that can be used standalone or combined into custom pipelines. Each component demonstrates a specific capability in the knowledge extraction and processing workflow.
Extractor
Describe the fields you need in plain language, and the Extractor generates a schema and fills it from your source text. No code, no predefined templates — just natural language requirements converted into structured output.
Key capability: Schema-free structured extraction using natural language field definitions.

Document Parser
Transform PDFs and Word documents into clean, structured markdown. Choose between vision-based parsing for complex layouts or local parsing for speed. Tables, headings, and formatting are preserved.
Key capability: Multi-strategy document parsing with structure preservation.

Document Classifier
Define custom categories in natural language and the classifier assigns each document to the most appropriate category using AI-powered semantic understanding.
Key capability: Zero-shot document classification with custom, user-defined categories.

Transcriber
Upload audio or video files and receive accurate transcriptions powered by OpenAI Whisper. Optional GPT-based enhancement cleans up the transcript for improved readability.
Key capability: High-quality speech-to-text with optional post-processing enhancement.

RAG Builder
Upload document collections and build an intelligent Q&A system. The RAG Builder indexes your documents, enabling semantic search and contextual answer generation with source citations.
Key capability: Complete retrieval-augmented generation pipeline with persistent vector storage.

For local setup instructions and deployment options, see the toolkit_demo_app README.
Real-World Use Case Demos
Full application examples demonstrating how GAIK toolkit components solve specific business problems. These demos showcase complete user experiences from data capture to structured report generation.
Incident Reporting
Field workers report safety incidents or equipment issues via voice recording or text input. The system automatically transcribes, extracts structured incident fields, and generates a formatted report — reducing manual data entry and ensuring consistent documentation.
Business value: Faster incident capture, improved compliance, reduced administrative overhead.

Construction Diary
Site workers record daily activities, observations, and progress notes via voice or text. The AI extracts structured information (tasks completed, materials used, weather conditions, issues) and generates standardized diary entries.
Business value: Streamlined site documentation, improved project tracking, audit-ready records.

To test the software demos, visit the GAIK demo link. Access is available upon registration request.
No-Code Assets
Ready-to-use prompt templates and agent skills that enable rapid deployment without custom development. These assets provide pre-configured workflows for common knowledge management tasks.
Prompt Templates
Curated prompt collections for document processing, data extraction, and report generation. Each template includes task instructions, business rules, and sample data for immediate use.
Browse templates: implementation_layer/no-code-assets/prompts
Agent Skills
Fully packaged, ready-to-run solution bundles for specific use cases. Each skill includes prompts, sample data, setup scripts, and workflow artifacts — everything needed for operational deployment.
Browse skills: implementation_layer/no-code-assets/agent-skills
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