Finance Data Management: Ownership, Quality, Lineage and Access Controls
A twelve-domain operating framework for finance data: who owns each decision, which artifact records it, and what evidence proves a reported number is fit to use.
ERP and EPM platforms, finance AI, automation, architecture, integration, migration, master data, and data governance.
A twelve-domain operating framework for finance data: who owns each decision, which artifact records it, and what evidence proves a reported number is fit to use.
Thomson Reuters says Thomson cost about $40 million to develop, but its final training run was under $450,000 and CoCounsel remains multi-model. Finance systems leaders need a cost-and-ownership ledger, not a binary build-versus-buy label.
Google’s Gemini Enterprise for Financial Services is in preview for capital markets and corporate banking. Finance control owners should test entitlement, calculations, write authority, approval and replay evidence before agent output enters a governed workflow.
An independent buyer guide to project accounting software, covering the cost object, burden, commitments, billing, revenue measurement, change orders, WIP and the controls a controller has to prove before approval.
A capability-by-capability guide to what an ERP must own across ledger, subledgers, cash, multi-entity, controls, reporting and integrations, with a dated eight-product review and the evidence to demand.
A finance-led guide to ERP pricing, implementation, internal effort and five-year ownership, with a copyable cost model for comparable vendor quotes.
A phase-by-phase ERP implementation checklist for finance leaders, with accountable owners, required evidence and exit conditions from design through handover.
A finance-led comparison of accounting software and ERP, covering system-of-record boundaries, multi-entity needs, integrations, total cost and migration triggers.
A finance-led gate-and-score framework with a copyable 100-point scorecard for testing ERP requirements, controls, integrations, migration, delivery, vendors and total cost.
Dash0’s Polar Signals deal adds continuous profiling and planned AI pull requests, but finance still needs lineage, allocation and change-control evidence before using the data.