Managing cloud infrastructure effectively requires consistent and meaningful tagging of resources. Manual tagging is prone to errors and difficult to scale. In this blog, I’ll show you how to use Amazon SageMaker and Python to automatically apply intelligent tags to your EC2 instances using either rule-based logic or AI-powered enhancements. What You Will Learn How […]
Artificial Intelligence
Moderate Image Uploads with AI/GenAI & AWS Rekognition
As we all know, in the world of reels, Photos, and videos, Everyone is creating content and uploading to public-facing applications, such as social media. There is no control over the type of images users upload to the website. Here, we will discuss how to restrict inappropriate photos. The AWS Rekognition Service can help you […]
AI at the Service of Talent: Building Evaluator Agents with Copilot and n8n
Abstract This article explores how artificial intelligence can transform technical evaluation processes in talent acquisition, particularly in the software development field. Through the Dessert & Learn session, two complementary approaches are presented: a basic one using prompts in Copilot for automated code analysis, and a more advanced one using intelligent agents built with n8n and the RAG […]
Designing Human‑Centered GenAI Workflows for Business Process Automation
Generative AI is moving from eye‑catching demos to real operational impact. Yet the leap from a clever model call to a production‑grade, human‑aware workflow is non‑trivial. This post distills recent field research into a pragmatic blueprint for building GenAI workflows that automate business processes without sacrificing oversight, auditability, or tech‑stack flexibility. Why “Workflow Thinking” Matters GenAI […]
A Recipe to Boost Predictive Modeling Efficiency
Implementing predictive analytical insights has become ever so essential for organizations to operate efficiently and remain relevant. What is important while doing this though is to be agile and adaptable. This is much so because what holds valid for a period can easily become obsolete with time. And what is characteristic of a specific group […]
SEO in the Age of AI: Should Marketers Defend or Discover?
The rules of digital engagement and SEO are changing fast. As Generative AI platforms and large language models (LLMs) become the go-to tools for information and decision-making, traditional SEO strategies are being upended. Search engines are no longer the only gateway to brand discovery. Increasingly, consumers are turning to AI-powered assistants to ask questions, compare […]
What is the Model Context Protocol?
You can think of the Model Context Protocol (MCP) as USB for large language models (LLMs), allowing an LLM to interact with a variety of external systems in a uniform manner. It was developed by Anthropic to solve the fundamental problem of getting a text generator (LLM) to perform real-world actions on a user’s behalf. […]
Postgres RAG Stack: Embedding, Chunking & Vector Search
This is Part 2 of a three-part series (links at the bottom). The GitHub repo can be checked out here. Postgres RAG Stack brings together Postgres, pgVector, and TypeScript to power fast, semantic search. In Part One, we covered the theory behind semantic search: how embeddings convert meaning into vectors, how vector databases and indexes enable […]
Vector Search Embeddings and Retrieval-Augmented Generation
This is Part 1 of a three-part series (links at the bottom). Traditional search engines and databases match based on keywords. These systems are fine when you’re looking for an exact or partial string match but fail when the goal is to find content that’s conceptually similar, not just textually identical. Vector search bridges this […]
How Agentic AI is Reshaping Marketing and CX Operations
As Generative AI (GenAI) continues to evolve, its promise of speed and scale is capturing the attention of senior executives across industries. According to Adobe’s 2025 Digital Trends Report, 86% of leaders expect GenAI to significantly increase content production both in speed and volume. But for the marketing and customer experience (CX) teams tasked with […]
Creating a Brand Kit in Stream: Why It Matters and How It helps Organizations
In today’s digital-first world, brand consistency is more than a visual guideline, it’s a strategic asset. As teams scale and content demands grow, having a centralized Brand Kit becomes essential. If you’re using Sitecore Stream, building a Brand Kit is not just useful, it’s transformational. In my previous post, I tried to explore Sitecore Stream, […]
Intelligent Automation in the Healthcare Sector with n8n, OpenAI, and Pinecone
Abstract In today’s digital-first world, healthcare organizations face increasing pressure to modernize operations and improve service delivery. Intelligent automation is no longer a luxury (it’s the foundation for scalable, efficient, and personalized healthcare systems). At Perficient, we’re driving innovation by integrating tools like n8n, Azure OpenAI, and Pinecone to develop smarter, context-aware solutions for the […]