SKILL PACK · DATA
Query bigger. Bill smaller.
dbt, Airbyte, and your warehouse through MCP. Agents draft queries and pipeline changes; you approve runs that touch cost or PII. Live cost preview before every execution.
WHAT'S INSIDE
Three layers, one ledger.
Transform, sync, and warehouse plug in as first-class MCP servers. Reads stream; cost-relevant writes wait for approval.
APPROVAL TEMPLATES
Every dollar of query spend passes through you.
Four templates for cost-sensitive or schema-sensitive actions. Estimates surface before the swipe.
ANOMALY DETECTORS
Two ledgers watching data velocity.
Query cost trended against your 14-day baseline; data freshness measured against expected pipeline cadence. Spikes halt agent writes.
- $/hour vs week-ago
- Single-query cost cap
- Slot-utilization spike
- Pipeline lag vs SLO
- Stale-source detector
- Missed-cron streak
PIPELINE CONTEXT
“Daily warehouse spend trending 47% over plan. Pre-approve materialized-view refresh delay?”
Data Pack reads your warehouse billing alongside lineage so you can throttle the most expensive nodes first.
GOVERNANCE PROOF
Cost watched. Risk scored. Per pack.
Every paid tier ships the live governance console — the same one running over this page right now.
GOVERNANCE SCORE
- Cost VisibilityPer-provider spend + live burn rate aggregated into the Cost Radar.
- Agent AuditEvery agent action stamped with risk level and a 5-year retention log.
- GuardrailsRisk Console + emergency kill-switch wired to a kairon-guardian binary.
- Dynamic RoutingWorkloads are routed across providers by cost / quality / latency / context.
- Identity ProvenanceMCP token issued and at least one client (Claude Desktop / AEGIS / Cursor) connected.
COST RADAR · LIVE
Aggregate cloud-LLM spend across the monitored workload.
UNLOCK