AI governance is a catalyst that empowers every role across the organization—from builders to decision-makers. When unstructured content becomes governed, enriched, and discoverable, each persona benefits in specific, tangible ways. This is where AI becomes not just scalable, but personal.
Here’s a breakdown of how unstructured AI can help your team:
AI/ML Engineers
For the engineers building RAG pipelines and AI assistants, the value is immediate. Enriched metadata improves retrieval precision. Automated classification reduces pre-processing overhead. And tighter semantic linking between content and queries makes model outputs cleaner and more relevant.
Impact: Faster retrieval, cleaner inputs and a smoother path from prototype to production.
Data Scientists
Data scientists rely on high-quality training data. But too often, they’re stuck cleaning and curating content manually. Collibra automates that layer, providing ready-to-use, trusted inputs. Hallucinations drop. Confidence rises. And cycles lost to data wrangling are reclaimed for model iteration and insight generation.
Impact: Higher model fidelity, fewer re-training cycles and better explainability.
