A rubric, not a dashboard

SaaS dashboards show you numbers. They glow, they tick upward, they get turned into screenshots for board decks. Nobody reading a dashboard knows what the numbers *should* look like in the ideal state — which means the numbers communicate decoration, not standard. A rubric does the opposite. It names the ideal state per category, publishes it, and lets the reader compare the current observation against the published standard.

The epistemic act is different. A dashboard is surface; a rubric is instrument. One is decoration; the other is a standard-grounded observation. ShurIQ reports are rubric-driven — the ideal state is public, the observation is evidence, the stack rank is the argument. That's why the output survives scrutiny.

What this lets stakeholders do: read intelligence reports as observations against a standard rather than as vendor assertions to be taken on faith. Argue with the rubric if they disagree, which is a productive disagreement rather than a credibility standoff.

What's still open: how do rubrics evolve without losing the standard-grounded property that made them trustworthy?