city-3317490_1280

The Risks of Relying on AI for Semantic Technologies and Data Quality

January 30, 2025 / Melody Smith / Comments Off on The Risks of Relying on AI for Semantic Technologies and Data Quality

Artificial intelligence (AI) is often praised for its potential, but its effectiveness is only as strong as the data it processes. While AI can improve efficiency and automate complex tasks, it still struggles with nuances, errors and biases. Without proper oversight, AI can reinforce misinformation, create unfair decision-making processes, and even degrade data quality over time. Search Engine Land brought this important subject to our attention in their article, “How AI will affect the future of search.”

Semantic technologies attempt to help machines understand data contextually through metadata, taxonomies and ontologies; however, they are far from foolproof. AI does not genuinely comprehend meaning; it identifies patterns. This can lead to false assumptions when the data lacks sufficient context.

Despite AI’s capabilities, poor data quality remains a major obstacle. AI models are only as reliable as the data they consume, and if that data is flawed, the results can be misleading or even harmful. Semantic technologies and AI should not be blindly trusted.

Everyone is looking at AI engines and organizations that produce content are not getting great results. Access Innovations knows information science and we know publishing. We are uniquely positioned to help you in your AI journey.

Melody K. Smith

Data Harmony is an award-winning semantic suite that leverages explainable AI.

Sponsored by Access Innovations, the intelligence and the technology behind world-class explainable AI solutions.

Posted in

Melody Smith

Melody K. Smith has provided organizational, social media and digital communication services to a large non-profit for the past twenty years. Prior to that she championed employee engagement and communications in the healthcare field. She holds a Bachelors degree in Marketing. When not wrangling and writing TaxoDiary content for your reading pleasure, Melody writes fiction, rescues dogs and throws legendary dinner parties.