The Sobering Reality
According to Gartner and McKinsey research, up to 80% of AI projects never make it to production. The reasons aren't typically technical — they're strategic, organizational, and methodological.
The Top 5 Failure Points
- No Clear Business Problem — Starting with "we need AI" instead of "we need to solve X"
- Poor Data Quality — AI is only as good as the data it's trained on
- Over-Engineering — Building a complex ML model when a simple rule-based system would work
- No Change Management — Ignoring the human element of AI adoption
- Missing Feedback Loops — Not measuring outcomes or iterating based on results
The Facturama Approach
We start every AI engagement with a thorough readiness assessment. This isn't about selling technology — it's about understanding whether AI is the right solution for your specific challenge, and if so, what the most pragmatic path to value looks like.
Start Small, Scale Fast
Our most successful AI implementations start with a single, well-defined use case that delivers measurable value within 4-8 weeks. Once proven, we expand to adjacent use cases with confidence.
Ready to get AI right? Explore our AI adoption services.
