Eqwitty AI ReadinessModel Management readiness
This pillar asks what happens to an AI system after it is built. Is it tested before launch, and against what? Is anyone watching it in production? What happens when the world changes and its answers get worse?
The questions avoid tooling jargon and describe outcomes instead: whether a model that starts making mistakes is noticed in hours, weeks, or never.
What this pillar measures
Model lifecycle: versioning, testing, monitoring, retraining.
Model Management is weighted at 9% of the overall AI Readiness score, which makes it the 8th heaviest of the nine pillars. 2 scored questions feed its maturity score. See how the weights combine.
What we ask
Every scored answer describes a recognizable state of the world rather than an agree/disagree rating. These are the questions behind this pillar.
- Once an AI tool is live, how do you keep an eye on whether it's still working well?How you'd notice if a live tool started getting things wrong or drifting off over time.
- Before an AI tool is trusted, how thoroughly do you test that it actually works?How carefully you check an AI tool is reliable before trusting it with real work.
What each level looks like
Each answer maps to a maturity score from 0 to 4. Reading down a column shows what an organization at that level typically says.
| 1Awareness | We don't really check |
| 2Active | We just check it's switched on and responding |
| 3Operational | We track how accurate or useful it is |
| 4Systemic | We track accuracy and get warned when its quality slips |
| 5Transformational | It's watched automatically and can correct itself |
| 1Awareness | No real testing |
| 2Active | A basic accuracy check before launch |
| 3Operational | We test it on held-back examples and write up the results |
| 4Systemic | We test accuracy, fairness, and how it copes under stress |
| 5Transformational | Automated tests run every time anything changes |
What a strong score unlocks
A strong score means AI systems stay trustworthy after the launch announcement. It is the difference between a portfolio that grows and one that quietly accumulates liabilities.
Other pillars
All nine pillars, their weights and the scoring math are on the methodology page.
Find out where you stand
A 15-minute diagnostic, then your nine-pillar score, peer benchmarks and a 90-day plan you can act on Monday. One-time payment of CA$19.80 per report.