Building Enterprise AI in 2025: What Actually Works
Factory AI Team · February 15, 2025
Enterprise AI adoption has moved past hype into execution. The organizations seeing real ROI share common patterns: they start with well-defined use cases, invest in data quality, and integrate AI into existing workflows rather than building siloed projects.
In this post, we cover:
- Use case selection: high-impact, low-complexity wins
- Data readiness: the foundation most teams overlook
- Integration patterns: embedded vs. standalone AI
- Governance and compliance from day one
The key insight: successful enterprise AI is 80% engineering and process, 20% modeling. Get the plumbing right first.