Recognises an initiative serving no goal
An initiative whose serves is empty. It spends money on no goal, and is the first thing a cost review cuts — rightly.
Can AI do this?
Not settled yet The benchmark tested this, but the models' answers do not settle yet whether they master it. 0 of 4 models in the current benchmark master it.
| Model | Tier | Probability of mastery | Status |
|---|---|---|---|
| gemini-4-argon | Flagship | 82% | Not shown |
| gemini-3.5-flash-lite | Low cost | 36% | Not shown |
| gpt-6-luna | Low cost | 83% | Not shown |
| claude-haiku-5-5 | Low cost | 84% | Not shown |
Mastered means a probability of at least 90% that the model has this knobit, estimated from its graded answers. “Not shown” means the answers do not settle it either way. How the models are tested.
What it looks like in practice
Expected result: The initiative and a goal it could serve, or its retirement
How it is assessed: Flags the deficient case and passes the acceptable one. Deficient: IN-003 Data literacy training, serves: [] Acceptable: serves: [SG-001], with the training scoped to risk report users; or retired
Also known as: Orphan initiative
Related knobits
Builds on
All 25 knobits of Set the data strategy and principles.
Source: Review checklist 01-strategy-principles, row 7 (DCAM-1)