Ask the Brain

34 decisions · 33 governed
5
TO
Ask the Enterprise Brain anything...
Query lineage, definitions, pipeline health, freshness, or reconciliation
Why does the board report show $2.3M more revenue than the finance system? The board meeting is in 48 hours.
10:20 AM
TO
Enterprise Brain Answered in 5.1s · 11 sources consulted
Variance Decomposition
Cause Amount Status
Definition difference — warehouse reports gross revenue, finance nets refunds at source$1.4MConfirmed
Freshness gap — warehouse refreshed 7 Aug 02:00, finance closed 5 Aug$0.6MConfirmed
Manual journal adjustments (JE-2026-0781, JE-2026-0794) not present in warehouse$0.3MPending confirmation
Total$2.3M—
Where the Paths Diverge
Both figures originate from orders_raw. The warehouse path applies transform fct_revenue_v3, which reports gross revenue with refunds as a separate line. The finance system nets refunds at source per accounting policy FIN-ACC-002. The definitions were never reconciled when fct_revenue_v3 shipped in March.
System of Record
Per the Domain Ownership registry, finance holds the revenue system-of-record. The board figure should restate on the net definition.
Recommended Resolution
Restate the board figure using the net definition with a one-line reconciliation footnote covering the freshness and journal components. Draft recon report is ready — requires finance data-owner sign-off on the $0.3M journal attribution.
Ask a follow-up...

Governance

Domain concepts resolved:
'revenue' → two competing definitions: semantic layer gross_revenue vs finance net_revenue per FIN-ACC-002
system-of-record → resolved via Domain Ownership registry (finance holds revenue SoR)
Semantic model v3.4.1
2 concepts resolved · model v3.4.1
8 steps · 5.1 seconds
1Parsed query & intent
2Resolved 'revenue' — 2 definitions
3Walked lineage board figure → orders_raw
4Retrieved 11 sources across 6 systems
5Compared gross vs net definitions
6Quantified freshness gap
7Attributed manual journal adjustments
8Composed governed answer
Completed in 5.1 seconds
11 sources from 6 systems
Semantic layer — gross_revenue & net_revenue specs (2)
Warehouse — fct_revenue_v3 model & lineage (3)
Finance system — GL close & refund netting (2)
Reports repo — board revenue extract (1)
Accounting policy — FIN-ACC-002 (1)
Manual journals — JE-2026-0781, JE-2026-0794 (2)
EB-2026-0809-TD-03151
EB-2026-0809-TD-03151
Immutable decision log · SHA-256 anchored
Recorded 09 Aug 2026 · 10:20 AM