Choose a capability¶
Venturi is the system of record for AI. Choose the domain offering that answers your team’s decision: workflow economics, adoption intelligence, governance and shadow AI, sustainability, capacity, or advanced quality.
Workflow Economics Core includes cost drivers, ownership, reconciliation, and visibility into results that meet your acceptance criteria. It is not a universal first purchase or prerequisite for the other domains. Every domain uses the same attribution record and preserves its evidence boundaries.
Match the guide to your customer agreement, deployed configuration, and tenant-specific verification evidence. Missing evidence remains unknown; cost per successful outcome is unavailable when there are no accepted results.
After you connect a deployment, each workflow starts from the same materialized attribution records. Coverage, confidence, provenance, and freshness mean the same thing across the product.
Workflows¶
Trace AI spend to the responsible team, project, identity, and budget. Review confidence and reconciliation before producing chargeback output.
Inspect measured, privacy-preserving usage cohorts (minimum cohort size 5) to find where adoption is deepening, stalling, or unavailable because source coverage is incomplete.
Review evidence-backed model, routing, and waste opportunities. Optimization runs in Advisory (Shape) by default; for a workload you opt into Active (Gate), Venturi sends signed enforcement recommendations that your own enforcement point decides whether to apply.
Track team and project budgets against attributed spend, investigate projected overruns, and route threshold alerts in-app or to email, Slack, Microsoft Teams, or a signed webhook.
Build governed reports and export FOCUS v1.2 chargeback data with confidence, time basis, and provenance preserved.
How to read every result¶
Operational confidence (coper) is the customer-facing score attached to a
materialized result. It is capped at 0.95 and rendered in three bands. Confidence
does not bypass permissions, cost reconciliation, or another workflow gate.
- Chargeback-ready
coper >= 0.80Eligible for chargeback by confidence. Reconciled cost and workflow gates still apply. - Provisional
0.50 <= coper < 0.80Available for review and investigation; excluded from chargeback by default. - Estimated
coper < 0.50Visible as context, but not a basis for a financial or enforcement decision.
What travels with a result¶
A number is never shown without its provenance. Every materialized result carries the same four groups of interpretation metadata:
- Resolution The stage origin and output state explain how the result was resolved.
- Evidence The evidence basis, model or artifact version, and detail link preserve provenance.
- Trust The operational score and confidence band show how strongly the result is supported.
- Currency and use Freshness, degradation state, and export eligibility show whether the result is current and what it can support.
For field definitions and examples, read Confidence & evidence. For the system boundary behind these workflows, read How Venturi works.
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Page: https://docs.venturi.systems/capabilities/