Real ChatGPT answer · index seedyy4W6DxrMr0completeB2B software · data and analytics platformsinformational
How do we audit and monitor workspace-level resource consumption and token usage across different teams in Databricks using system tables and custom dashboards?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do we audit and monitor workspace-level resource consumption and token usage across different teams in Databricks using system tables and custom dashboards?
4 real searches · 1 real-search pass
Databricks system tables billing usage list_prices compute node_timeline query history serving endpoint usage documentationGoogle ↗
OBSERVED
Databricks system tables AI model serving token usage input_tokens output_tokens system.serving endpoint usage docsGoogle ↗
OBSERVED
site:docs.databricks.com system.ai_gateway.usage request_tags input_tokens total_tokens Unity Gateway usage dashboardGoogle ↗
OBSERVED
site:docs.databricks.com Databricks AI BI dashboards alerts system.billing.usage usage dashboardGoogle ↗
OBSERVED
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
Classifying 4 queries…
Searches and sources
ChatGPT4 real searches · gpt-6
Databricks system tables billing usage list_prices compute node_timeline query history serving endpoint usage documentation Google ↗
Databricks system tables AI model serving token usage input_tokens output_tokens system.serving endpoint usage docs Google ↗
site:docs.databricks.com system.ai_gateway.usage request_tags input_tokens total_tokens Unity Gateway usage dashboard Google ↗
site:docs.databricks.com Databricks AI BI dashboards alerts system.billing.usage usage dashboard Google ↗
- Monitor costs using system tables · docs.databricks.com
- Monitor model serving costs · docs.databricks.com
- How can we see who is using which AI models? · answers.databricks.com
- Billable usage system table reference · docs.databricks.com
- Track model usage · docs.databricks.com
- System tables reference · docs.databricks.com
- System tables reference · docs.databricks.com
- How do I identify what is driving high AI token usage? · answers.databricks.com
- Usage dashboards · docs.databricks.com
- Compute system tables reference · docs.databricks.com
- AI governance with Unity Gateway · docs.databricks.com
- Cost management tools on Databricks · docs.databricks.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Databricks system tables billing usage list_prices compute node_timeline query history serving endpoint usage documentation OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Databricks system tables AI model serving token usage input_tokens output_tokens system.serving endpoint usage docs OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
site:docs.databricks.com system.ai_gateway.usage request_tags input_tokens total_tokens Unity Gateway usage dashboard OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
site:docs.databricks.com Databricks AI BI dashboards alerts system.billing.usage usage dashboard OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |