Join the Shelf x TechCrunch Webinar: Beyond the Agentic AI Hype on Feb 26 | Register Now
AI Projects Won’t Deliver Results Until You Fix Your Data: image 1

AI Projects Won’t Deliver Results Until You Fix Your Data

This post was created by Shelf with Insider Studios. We’ve all heard the explanations for why AI projects fail: the models aren’t advanced enough, they don’t remember past interactions, they hallucinate answers — the list goes on. However, those explanations overlook AI’s...

Read More
AI Projects Won’t Deliver Results Until You Fix Your Data: image 2

Top Vector Solution for Efficient Training & Development

Vector Solutions is a platform for enhancing training and development in organizations, education, and professional settings. It integrates tools for incident management, reporting, and improving learning outcomes. With Vector Solution, you can boost efficiency and safety while effectively...

Read More
AI Projects Won’t Deliver Results Until You Fix Your Data: image 3

The Transformation of Knowledge Management in the Age of AI

Intro: The Rise of AI and Automation The rapid advancement of artificial intelligence (AI) technologies, particularly in the realm of generative AI, is ushering in a transformative era across various industries. As enterprises embrace these cutting-edge technologies and automate an increasing...

Read More
AI Projects Won’t Deliver Results Until You Fix Your Data: image 4

How Shelf’s Ontology-Driven Architecture Transforms Unstructured Data into Business Intelligence

Bridging the Gap: Unlocking Business Value from Unstructured Data In today’s data-driven landscape, organizations grapple with a significant challenge: harnessing the immense potential locked within their unstructured data. While raw AI capabilities have advanced rapidly, translating these...

Read More
AI Projects Won’t Deliver Results Until You Fix Your Data: image 5

Optimizing Unstructured Data for Successful Generative AI Deployment: A Tech-First Approach

The Rush to Deploy Generative AI Nowadays, organizations across industries are scrambling to deploy generative AI. While some have already implemented generative AI projects into production at a small scale, many more are still in the proof-of-concept phase, testing out different use cases. A...

Read More
AI Projects Won’t Deliver Results Until You Fix Your Data: image 2

RAG Optimization Tools are the Key to GenAI Accuracy

Retrieval-Augmented Generation (RAG) enhances large language models (LLMs) by integrating an external retrieval system. This allows the AI to ground responses in authoritative, real-world data, which mitigates hallucinations and extends an LLM’s knowledge base beyond its pre-training data. ...

Read More
AI Projects Won’t Deliver Results Until You Fix Your Data: image 7

Garbage In, Garbage Out: How to Stop Your AI from Hallucinating

AI models don’t think—they predict. When they generate false or misleading outputs, it’s because they’re filling in gaps based on patterns in their training data.  This phenomenon, known as AI hallucination, leads to responses that sound correct but have no basis in reality. For AI leaders...

Read More
AI Projects Won’t Deliver Results Until You Fix Your Data: image 8

Preparing Your Enterprise Data for AI Agents: A Step-by-Step Guide

Making sure your data is ready for AI agents is critical for the success of your projects. As an AI leader or tech strategist, you understand the importance of data accuracy and integrity in AI models. Well-prepared data leads to more reliable outcomes, higher customer satisfaction, and better...

Read More
AI Projects Won’t Deliver Results Until You Fix Your Data: image 9

Stop AI Hallucinations: A Developer’s Guide to Prompt Engineering

Google’s Bard chatbot made news with a major error. It wrongly stated that the James Webb Space Telescope captured the first photos of exoplanets. This incident showed how AI hallucinations can spread false information through even the most advanced systems. These AI mistakes aren’t...

Read More
AI Projects Won’t Deliver Results Until You Fix Your Data: image 10

9 Essential Skills for Knowledge Managers in 2025

Knowledge management skills are essential for building intelligent, AI-ready knowledge ecosystems. As organizations rely on AI for decision-making, you need the right expertise to structure, manage, and optimize information flows.  This guide covers the core skills, certifications, and...

Read More
AI Projects Won’t Deliver Results Until You Fix Your Data: image 11

What Jobs Will AI Replace in 2025?

It’s no surprise that artificial intelligence is disrupting the job market. Some roles will be automated entirely, while others will evolve as AI takes over repetitive tasks. The question isn’t just what jobs will AI replace—it’s how fast will it happen, and what does it mean for you? AI is...

Read More
AI Projects Won’t Deliver Results Until You Fix Your Data: image 12

5 Types of Knowledge Management Tools Every Organization Needs

Your knowledge management program is more than a single platform. It’s a collection of tools that help you capture, organize, share, and use your organizational knowledge.  When used together, these tools make information flow seamlessly throughout your organization, so teams make...

Read More
Talk to an Expert