Source-mapped
Inputs stay tied to customer records and source exceptions.
Client
Client routes
Builder
const sourceFiles = intake.crm + intake.billing;const customerMap = reconcile(sourceFiles);return generateCube(customerMap, definitions);Monarch AI
Evidence BuilderDescribe the output, source systems, required definitions, and review constraints.Customer CubeData PackException LogInputs stay tied to customer records and source exceptions.
Cube and Data Pack patterns repeat across transactions.
Definitions, caveats, and boundaries stay visible.
Commercial interpretation is separated from standard analytics.
Client detail
Client types
6Banks, funds, advisors, lendersCore model
One cubeCustomer x product x periodPrimary benefit
A&A timeLess repeat workbook rebuildConsulting
ScopedWhen the deal needs judgmentClient routes
Prepare reviewable customer revenue evidence before buyer questions start arriving.
View Investment BanksStress-test revenue durability, concentration, churn, and downside risk with customer-level source evidence.
View Hedge FundsAdd institutional customer-revenue analytics without hiring a full diligence analytics bench for every transaction.
View Boutique Advisory FirmsCarry customer-level diligence into value creation planning after close.
View Private Markets TeamsEvaluate target customer quality, retention, overlap, and cross-sell potential before integration planning begins.
View Corporate DevelopmentAssess customer revenue concentration, recurring quality, renewal exposure, and downside scenarios for credit review.
View LendersCommon thread