# Limitations

- This review pack is not a Bloomberg, Everstream, Resilinc, or Interos replacement. It does not include supplier graph workflows, supplier-validated site data, response playbooks, or enterprise SLA.
- Source coverage is limited to the marketplace export sources: gdelt, gdacs, firms, who.
- Raw ACLED records are excluded from this commercial/exportable bundle due to licensing restrictions.
- AI summaries are generated fields and may contain omissions or interpretation errors. Analysts should inspect source lineage for decision-critical use.
- Chokepoint mappings are sparse by design because most public risk events are not chokepoint-adjacent.
- Commodity mappings are derived fields and require workflow-specific validation.
- KO/JA fields are partial. Failed or low-quality translations are nulled where detected.
- This pack uses the exported sample CSV, not the full Parquet bundle, for quick review metrics.