Every board wants AI. Most AI initiatives stall for the same unglamorous reason: the data underneath isn’t ready. Get the sequence right and everything else follows - that is where two decades of boTec projects consistently land.
In Brief
- Most AI initiatives stall on the data beneath them, not on the algorithm.
- The order is not negotiable: data maturity → optimisation → AI.
- On a fragmented foundation, few AI projects reach production; on harmonised, governed data the odds change entirely.
- boTec delivers the foundation first: 25+ years, 100+ connectors, 40%+ efficiency gains, typical ROI in 6–12 months.
Part of the series, Data mesh & the boTec DataBridge
- Part 1 - Data mesh, since 1998 - 20 years before it had a name
- Part 2 - Link, don’t copy - why referential integration beats copying
- Part 3 - Harmonise, don’t standardise - Business Integration Models
- Part 4 - From data maturity to AI - getting the sequence right - you are here
The only order that works
Data maturity comes first, then optimisation, then AI. The temptation is to jump straight to the exciting part - but a model built on a chaotic data landscape simply learns the chaos. “Garbage in, garbage out” is not a slogan here; it is what happens when the sequence is skipped.
- Step 1 - Data maturity. One consistent version of your data: a single source of truth, linked not copied, with harmonised meaning. The foundation everything else sits on.
- Step 2 - Optimisation. With trustworthy data in place, monitoring, dashboards, forecasts and digital twins actually pay off - typically 40%+ efficiency gains in work processes.
- Step 3 - AI. Now models can be trusted, because the data underneath is ready. And the layer stays open - run whatever BI and AI tools you prefer on top.
Most “AI-readiness” gaps are data-maturity gaps in disguise.
→ Find out your data-maturity score - book an assessment
The business case
Proven, incremental, and lower-risk than the alternative
- 25+ years of proven deployment and 100+ connectors - not a research project.
- 40%+ efficiency gains in work processes, with a typical ROI in 6–12 months once fully implemented.
- Incremental by design - pilot in weeks, prioritise by business impact, never rewire the whole landscape at once.
- Resilient and open - replace any system without disrupting the business, and export both data and model at any time.
“Doesn’t a foundation like this make us dependent on boTec?” is a fair question - and the answer is the reverse. You already depend on every system you run; an integration layer is needed regardless. Without one, replacing a core system means rewiring every connection. With the DataBridge, you change the machine behind the wall without rewiring the house - and take your data and your model with you whenever you choose.