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Zhongwei Li
2025-11-29 18:30:25 +08:00
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---
name: provider-scorecard
description: Use to track enrichment provider success, cost, latency, and quality
trends.
---
# Provider Scorecard Skill
## When to Use
- Monthly/weekly ops reviews of enrichment vendors.
- Before renewing contracts or adjusting credit allocations.
- After outages or performance regressions to inform routing changes.
## Framework
1. **Metric Definition** success rate, fill %, latency, credit burn, confidence.
2. **Data Sources** provider logs, credit usage tables, QA samples, incident tickets.
3. **Scoring Model** weight metrics by enrichment type and business priority.
4. **Visualization** dashboard or memo highlighting leaders/laggards.
5. **Action Tracker** document optimization experiments and owner assignments.
## Templates
- Scorecard table per provider.
- Executive summary slide with top takeaways.
- Jira/Asana template for provider improvement tasks.
## Tips
- Normalize metrics per enrichment type to avoid unfair comparisons.
- Capture qualitative notes (support responsiveness, roadmap access).
- Pair with `waterfall-blueprint` updates to reflect routing decisions.
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