Insights

Articles

Expert materials on artificial intelligence, machine learning and innovative AI-based solutions for marketing, business development and digital transformation.

01Oct 3, 2025

Do Large Language Models with Long Context Windows Work Well?

Long context windows in AI models cause performance and cost issues in production. Real implementation data on when they work and when to use alternatives.

02Oct 2, 2025

Should You Use a Large LLM or Fine-Tune a Small Model?

Choosing between large LLMs and fine-tuned models? Compare performance, costs, and deployment options to find the right AI approach for your business.

03Oct 1, 2025

How to Make My RAG Agent Cite Sources Correctly

Fix RAG agents that can't track document sources. Learn the data labeling and metadata strategies that ensure your AI agent cites the right documents every time.

04Sep 30, 2025

AI Consulting: What It Is and How It Works for Your Business

Learn what AI consulting involves, how consultants help businesses implement AI solutions, and when your company should consider hiring an AI consultant for strategic advantage.

05Sep 29, 2025

What is MCP? Understanding Model Context Protocol

A comprehensive guide to Model Context Protocol (MCP) - the new standard for AI agent integration. Learn how MCP works, its business benefits, and practical implementation strategies from real-world experience at Particula Tech.

06Sep 26, 2025

How AI Data Analysis Speeds Up Business Insights: From Weeks to Hours

Discover how AI transforms business data analysis from weeks-long processes to hours, with practical examples, real limitations, and implementation strategies for faster decision-making.

07Sep 25, 2025

MCP vs API for AI Agent Integration: Which Protocol Should Your Business Choose?

A comprehensive comparison of Model Context Protocol (MCP) and traditional APIs for AI agent integration, based on real implementations at Particula Tech. Learn which approach delivers better results for different business scenarios.

08Sep 24, 2025

AI vs Machine Learning vs Deep Learning for Business Leaders

Understand AI, machine learning, deep learning differences. Strategic insights for executives planning enterprise technology investments and implementations.

09Sep 23, 2025

Why Your RAG System Is Slow (And What to Use Instead)

Discover why traditional RAG systems create performance bottlenecks and explore two powerful alternatives—Cache-Augmented Generation and GraphRAG—that deliver faster, more reliable AI responses.

010Sep 23, 2025

Free Cursor Alternatives: How to Recreate Cursor's AI Features for $0

Cursor's abrupt pricing changes have sparked a developer exodus. Discover how to recreate Cursor's AI capabilities using free VS Code extensions Cline and Continue.dev, with local models or pay-as-you-go APIs.

011Sep 23, 2025

What Are the Best Free or Low-Cost Tools to Prototype AI for My Business?

Discover the most effective free and low-cost AI tools for small business prototyping in 2025, with implementation guides and ROI strategies.

012Sep 23, 2025

Cursor vs Claude Code: Which AI Coding Tool Should Your Team Choose in 2025?

A comprehensive comparison of Cursor and Claude Code based on real team implementations at Particula Tech and our clients, covering code quality, collaboration, costs, and practical use cases.

013Sep 23, 2025

Cursor AI Development Best Practices: How to Maximize Your Team's Productivity in 2025

Master Cursor AI development with proven strategies that transform how your team writes, tests, and deploys code. Learn the essential practices that separate productive teams from those overwhelmed by AI complexity.

014Sep 23, 2025

Best AI Technologies for Small and Medium Businesses in 2025

Discover practical AI solutions for SMBs that deliver real ROI without requiring massive investments or specialized technical teams.

015Sep 23, 2025

When Should a Company Build vs. Buy AI Solutions?

Strategic factors to consider when deciding between developing custom AI solutions or purchasing existing AI products.

016Sep 23, 2025

How to Build Complex AI Agents?

Learn to build sophisticated AI agents using advanced frameworks, strategic design, and technologies for multi-agent collaboration.

017Sep 23, 2025

The Most Common Mistakes When Building AI Agents

Learn the seven most common pitfalls organizations encounter when building AI agents and how to avoid wasting resources on ineffective implementations.

018Sep 23, 2025

What are the Best Tools to Build AI Agents in 2025?

Discover the leading frameworks and tools for developing autonomous AI agents in 2025, including AutoGen, CrewAI, SuperAGI, LangChain, and OpenAI Agents SDK.

019Sep 23, 2025

How to Get Discovered by ChatGPT, Perplexity, and Other AI?: The LLMS.txt Guide

Learn how the emerging LLMS.txt standard helps optimize your website for AI systems like ChatGPT and Perplexity, improving content discovery and AI interactions.

020Sep 23, 2025

How Can I Audit My Existing AI for Bugs, Bias, and Performance Issues?

A comprehensive guide for business leaders to systematically audit AI systems for critical bugs, bias, and performance issues before they impact your bottom line.