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Source-system connectors

Cloud onboarding gives Venturi the billing and infrastructure anchor. Source system connectors add the organizational context needed to explain who used AI, which team owns the work, and where unknown usage should be investigated.

Release state

The source-system connector setup guide set is published for the connector surfaces implemented in the platform connector package. Each guide describes read-only customer setup, validation, and the limits that keep discovery evidence separate from chargeback-ready attribution.

Published setup guides

Connector What it contributes Setup guide
Okta User, group, and lifecycle context for workforce attribution and admin review. Okta identity inventory
GitHub Organization, repository, and team metadata for code-ownership attribution. GitHub code ownership
Microsoft Entra ID Directory users and groups for workforce attribution. Microsoft Entra ID directory inventory
Cursor BYOK Provider billing exports for Cursor bring-your-own-key usage. Cursor BYOK provider billing
Microsoft 365 Copilot Per-user Copilot adoption and licensing context. Microsoft 365 Copilot adoption
Google Workspace Gemini Per-user Gemini adoption and licensing context. Google Workspace Gemini adoption
Salesforce Agentforce Agentforce action usage and Flex Credit context. Salesforce Agentforce usage
Snowflake Cortex Cortex usage history, query history, and Cortex Search serving rows. Snowflake Cortex usage
Databricks AI Functions Model-serving usage rows with cluster and Lakeflow context. Databricks AI Functions usage
BigQuery ML and Vertex BigQuery remote-model jobs and Vertex request-log context. BigQuery ML and Vertex usage
Power Platform Per-environment AI credit consumption. Power Platform AI credits
UiPath AI Units consumption by tenant, folder, and project. UiPath AI Units usage
Boomi AgentStudio and Control Tower usage context. Boomi AgentStudio usage
MuleSoft AI Gateway and Agent Fabric token metering. MuleSoft AI Gateway metering
Workato Recipe, workspace, and usage context for automation. Workato recipe usage
Zapier Enterprise audit, agent activity, Zap history, and MCP context. Zapier automation context
CASB shadow AI Detected-only shadow-AI observations from CASB sources. CASB shadow-AI detection
DNS/firewall log analysis Detected-only direct AI-provider traffic observations. DNS and firewall AI discovery
eBPF passive capture Optional, customer-authorized TCP metadata discovery. eBPF passive AI discovery

Before you connect

  • Finish the cloud account setup in AWS, Google Cloud, or Azure.
  • Confirm the connector can use read-only scopes only.
  • Decide which tenant admin will own token rotation and offboarding. Use Rotate & offboard as the operating checklist.
  • Confirm that prompt and completion content are not requested or provided. Venturi connector setup uses metadata, not content capture.

Validation

After a connector is configured, use Verify & confirm to confirm three things:

  1. The connector is marked read-only.
  2. The latest sync timestamp is visible.
  3. Unknown-spend and coverage views show the connector as a would-close or already-connected source.