pattern:viz:bubble-distribution

AI Assist has the highest impact but also the highest effort, while Usage Alerts offers a quick win.
light sha256:fb2b7f70028f…

pattern:viz:correlation-scatter

Conversion increases as latency drops below 100 ms, especially for enterprise customers.
light sha256:96ef8daf328d…

Certified: 4 results

artifact_certify on bubble-distribution, drawn in light: coverage certified, conformant true.

accessibility equivalence a11yEquivalence
pass
determinism determinism
pass
contrast contrast
pass
accuracy accuracy
pass

Contrast: certify grades the series-to-paint assignment of the rendered chart (the compiled spec rendered through @oods/viz-render), against the requested CSS scope canvas. Scope: light/A.

Its narrative

Usage Alerts sits in the high-impact/low-effort quadrant; Billing Revamp is large but expensive.

  • Usage Alerts ideal quick win
  • AI Assist promises biggest impact if we can fund it

Its data table

Initiative effort vs impact
InitiativeCustomer ImpactEngineering EffortCustomers affected
Playbooks4.53.51,800
Audit Trails3.22.12,400
AI Assist4.84.2950
Usage Alerts3.81.81,500
Billing Revamp4.14.52,200

Certification covers charts only: it measures the chart's specification. A pass means no offered rule found a problem, not a general promise. An ECharts type certifies only when its data is supplied.

The call
{
  "brand": "A",
  "theme": "light",
  "spec": { … the normalized spec viz_render returned … }
}