TOON vs JSON: How Token-Oriented Object Notation Reduces LLM Token Costs
TOON is a token-efficient data format for LLMs. Learn how it compares to JSON, why it saves tokens, and how to use it with Semantic Kernel in .NET.
Systenics Solutions AI is a bespoke agency focused on building innovative AI based solutions for our global clients powered by the Microsoft Azure AI and Open AI enterprise platforms.
Trusted by
Systenics Solutions AI is a bespoke agency focused on building innovative AI-based solutions for our global clients. Powered by Microsoft Azure AI and OpenAI enterprise platforms, we transform complex challenges into intelligent solutions.
Every business has unique needs, and we specialize in crafting AI solutions with precision and impact. By blending cutting-edge technology with strategic thinking, we deliver systems that drive real results.
Modular AI solutions designed to integrate seamlessly with your existing stack.
Seamlessly integrate leading AI models into your applications with robust APIs and custom workflows tailored to your business needs.
AI-powered agents that autonomously handle complex workflows, from customer support to data processing, with minimal human oversight.
Retrieval Augmented Generation systems connecting your unstructured data sources and databases to conversational interfaces.
Automate visual inspection and data extraction with advanced AI models for image and video analysis.
Comprehensive AI solutions tailored to accelerate your business transformation.
Rapidly prototype and deploy minimum viable products with AI-powered features to validate your ideas and accelerate time-to-market.
Build custom internal tools, dashboards, and scalable SaaS platforms with AI-driven insights to streamline operations, enhance team productivity, and deliver exceptional user experiences.
Intelligent conversational interfaces that understand context and provide natural, helpful interactions for your customers.
Orchestrate complex multi-agent systems that collaborate intelligently to solve sophisticated business challenges.
Automate repetitive workflows and business processes with intelligent agents that learn and adapt to your operations.
Advanced recommendation and classification systems that deliver personalized insights and intelligent categorization.
Innovative AI solutions designed to accelerate your business transformation.
We reject the "black box" approach. Our engineering process is transparent, rigorous, and designed for scalability.
We analyze your data infrastructure and identify high-leverage opportunities. If AI isn't the right tool, we'll tell you.
Rapid development of a Proof of Concept (PoC) to validate ROI assumptions before committing to full-scale engineering.
Deployment of robust, dockerized models with comprehensive observability, rate-limiting, and fallback systems.
AI drift is real. We monitor model performance and retrain periodically to ensure sustained accuracy.
Thoughts, tutorials, and insights on AI, automation, and modern software development.
TOON is a token-efficient data format for LLMs. Learn how it compares to JSON, why it saves tokens, and how to use it with Semantic Kernel in .NET.
Fix Nginx errors like 413 Request Entity Too Large, 504 Gateway Timeout, and static file issues in Docker using simple nginx-proxy configuration tweaks.
Read ArticleExplore MarkItDown, Docling, and Mistral Document AI performance when converting complex PDFs into structured Markdown. This comparison highlights each tool’s strengths and limitations, from basic text scraping to AI-powered table recognition.
Learn what Context Engineering is, how it differs from Prompt Engineering, and see real-world examples like AI coding assistants. A simple guide for beginners to understand how AI truly becomes smart.
Read ArticleConnect with our expert team today.