Insights

Insights that drive AI success​

Stay ahead of the AI curve with expert perspectives, practical guides, and insider views from the Firemind team. Filter by topic, format, or industry to find the content most relevant to your journey.​

The companies winning with AI aren’t the ones who build it, they’re the ones who run it.

Over the past year, every enterprise has been racing to “do something with AI.” Proof-of-concepts are everywhere. Slide decks are full of promising results. But when it comes to moving those pilots into production, something breaks. By now, most companies can prove that AI works: that’s feasibility. Very few can make it reliable, governed, observable, secure and cost-efficient at scale: that is viability.

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How to identify the most common mistakes in GenAI data preparation?

Identifying common mistakes in GenAI data preparation is crucial for AI success. The primary errors—insufficient data cleaning, poor structure, inadequate labeling, and misaligned formats—can reduce model accuracy by up to 40% and significantly increase processing time. Rather than costly system rebuilds, managed AI solutions offer a practical alternative. These intelligent systems integrate with existing workflows to automatically identify and fix data quality issues through automated checks, intelligent mapping, and adaptive cleaning processes. By addressing these preparation mistakes incrementally, organisations can improve their AI outcomes within weeks whilst maintaining operational continuity and avoiding the risks of complete system overhauls.

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