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AI Product Tools / MIF Explorer / Library / Design System
Truth Layer
MeaningfulLagging Truth Layer
The Truth Layer is the badge system that tells you how trustworthy, directional, or risky a measure is.
Why it matters: It helps teams separate meaningful signals from vanity, misuse, or AI distortion before they optimize the wrong thing.
Example: A metric can be Meaningful, Leading, or Vanity Risk.
Design System Cost Recovery Ratio
The ratio between measurable design system value recovered and the annual cost to run the system.
Evaluation method
annual_recovered_value / annual_system_cost
Signal type
lagging
What it is best for
Justifying design system investment
What it tells you +
Whether the system is paying back its ongoing operating cost in credible business terms.
What it does not tell you +
Capture every strategic benefit. Some system value is still directional or preventative rather than directly recovered.
When to use it +
- Justifying design system investment
- Reframing design systems as operating infrastructure rather than overhead
- Showing whether recovery is trending toward self-sustaining
When not to use it +
- When the recovery model is vague or politically inflated
How leaders misuse it +
- Claiming every hypothetical benefit as recovered value without evidence
Anti-patterns +
- Using a heroic one-time savings estimate and pretending it reflects durable value recovery
Companion entries +
This entry is stronger when paired with:
Instrumentation or evaluation guidance +
Define one recovery model consistently. Include reuse savings, reduced cycle time, and avoided remediation where evidence is credible.
Sample events
system_value_model_updated, reuse_savings_recorded, system_cost_logged Examples +
A design system returning $2.40 of measured value for every $1 of annual operating cost used this ratio to secure a larger enablement budget.
Suggested decisions +
- If recovery ratio is below 1, tighten the system scope or improve adoption before scaling headcount
- If recovery ratio is rising, use it as a leadership-ready proof point for continued investment