Resources

Insights for finance, operations, and executive leadership

Guides, whitepapers, and case studies on supplier data, working capital, and Microsoft Fabric for cross-functional business leadership.

21Resources
2Case Studies
5Proprietary Tools
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DQ Labs: Proprietary Tools

Working Capital Modeler
Scenario modeler for DSO, DPO, and CCC improvement levers across entities. Quantifies EBITDA and liquidity impact before execution.
CFO OfficeScenario Planning
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Supplier Data Diagnostic
Rapid quality scan for duplicate vendors, missing controls, and classification leakage. Produces a prioritized remediation backlog in days.
AP ControlsData Quality
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Cash Variance Analyzer
Monitors variance between forecasted and realized cash movement, isolates drivers by process, and highlights control breaks in real time.
TreasuryVariance Intelligence
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Policy Drift Sentinel
Detects governance and approval policy drift across entities, systems, and workflows to prevent silent control erosion over time.
GovernanceCompliance
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ROI Calculator: PE & FSI Value Creation
Interactive scenario modeler for quantifying Microsoft-native AI value creation across FSI operator and Private Equity investment theses. Model EBITDA impact, payback period, and working capital gains before committing budget.
PE Value CreationFSIInvestment Sizing
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Featured Intelligence

Spend Classification and Supplier Normalization Framework (2026 Edition)

A practical implementation framework for CFO and operations teams to establish a governed golden spend and supplier layer before analytics, AI models, and Copilot agents. Includes Fabric bronze-silver-gold design, UNSPSC mapping, dedupe scoring thresholds, and steward workflow patterns.

UNSPSC Supplier Normalization Golden Supplier ID Fabric Lakehouse LLM-First Classification
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Articles & Guides

Executive Alignment New
The Conversation Your CIO and CFO Aren't Having
Most AI initiatives stall not from lack of ambition, but from a coordination failure between the CIO's capability agenda and the CFO's value agenda. Where the disconnect lives, and how to close it before the next investment cycle.
CIO & CFO 8 min read Share
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AI Governance
Enterprise AI Governance: The Microsoft Stack as a Layered Operating Model
How CAF, Azure Policy, Purview, and Responsible AI fit together as a layered operating model, and why most enterprise AI governance fails because it lives in a slide deck, not in policy-as-code.
Microsoft Platform 12 min read Share
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Agentic AI
The Agentic Enterprise: Building the Living Knowledge Layer
Why 95% of enterprise GenAI pilots fail to scale, and the three-pillar architecture of Knowledge, Skills, and Agents that separates Copilot and AI Foundry deployments that deliver from those that don't.
AI Foundry 11 min read Share
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AI Strategy New
Deterministic vs. Probabilistic: The Design Divide That Will Define Your AI Strategy
How understanding one fundamental tension separates AI projects that deliver measurable ROI from those that quietly fail, and what to do about it before you write a single line of code.
AI Architecture 9 min read Share
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Cybersecurity New
The Open Window: Why Your Cybersecurity Strategy Has a Browser-Shaped Gap
As AI supercharges attackers, the browser has become the most under-governed surface in your enterprise, and the policy enforcement layer for AI governance whether you planned it that way or not.
AI Governance 9 min read Share
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Legacy Modernization New
The $4 Trillion Problem: And Why AI-Assisted Legacy Modernization Changes the Math
Why reverse-engineering your legacy systems with AI is not a shortcut; it is the only viable path forward for organizations that have run out of time and engineers who understood the original code.
Systems Modernization 10 min read Share
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Playbook New
2026 Fabric Vendor Master Cleanup Playbook
From raw export to AI-ready supplier twin in 90 days. A 5-step framework with maturity scoring, pilot sequencing, and governance operating model.
Executive Playbook 14 min read Share
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Featured Framework New
Spend Classification and Supplier Normalization Framework (2026 Edition)
End-to-end blueprint for Extract, Profile, Normalize, Dedupe, Classify, and Govern. Includes UNSPSC mapping structures, duplicate scoring rules, and Microsoft-native implementation patterns.
Proprietary Framework 18 min read Share
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Guide
The CFO's Guide to Supplier Master Data Quality
Why 8–15% of vendor records are duplicates, how they generate payment risk, and a structured approach to cleaning your supplier master without touching your ERP.
Supplier Intelligence 8 min read Share
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Operator Brief New
CFO Operator Brief: Board Close Acceleration with Fabric and Copilot (2026)
A practical playbook to cut close-to-board-pack cycle time through certified KPI contracts, semantic model controls, and Copilot-ready narrative workflows.
CFO Operations 9 min read Share
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Executive Brief
Working Capital Benchmarking Across PE Portfolio Companies
How PE operating partners use normalized DSO, DPO, and CCC data to identify improvement opportunities across their portfolio, and which data quality issues make that impossible without clean ERP data.
Working Capital 6 min read Share
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Operator Brief New
PE Operating Partner Brief: Fabric Control Tower for Portfolio Finance (2026)
A control-tower operating model for portfolio comparability, KPI governance, and faster operating reviews across multi-ERP environments.
PE Value Creation 8 min read Share
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Technical
Microsoft Fabric vs Azure Synapse for Finance: A Decision Framework
An architectural comparison for finance data leaders choosing between Fabric and Synapse for their financial data platform. Covers OneLake, Lakehouse vs Warehouse, and the implications for ERP integration.
Microsoft Fabric 10 min read Share
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How-To
Duplicate Payment Detection: What to Look For in AP Data
The six patterns that generate duplicate payments (same invoice number, similar amounts, near-identical vendor names) and how to build detection logic that flags them before they clear.
AP Operations 7 min read Share
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Technical Whitepaper Deep Dive
Financial Data Hardening on Microsoft Fabric
Architecture, OneLake design, ERP ingestion patterns, and DataQubi hardening controls for building a trusted, audit-ready financial data platform on Fabric. Covers medallion layers, ERP connectors, row-level security, and the governance operating model.
Architecture 20 min read Share
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Emerging Tech
What Microsoft Copilot Actually Needs to Work for Finance
Copilot for finance sounds compelling; but it only works if the underlying data is clean. This guide explains the data quality prerequisites for meaningful AI-assisted financial analysis.
Copilot 5 min read Share
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Checklist
Data Readiness Checklist for a Data Agent
5 steps to verify your data is agent-ready: source inventory, freshness checks, quality profiling, volume performance, and migration. Built for Fabric Copilot and AI-driven pipelines.
AI Agents 7 min read Share
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Tech Brief
New
Preparing Semantic Models for Fabric Data Agents That Actually Work
Three practitioner pillars (AI data schemas, verified answers, and AI instructions) plus four deployment pitfalls. The architectural rule most teams miss: all business logic belongs in the semantic model, not the agent.
Microsoft Fabric 6 min read Share
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Case Studies

Mid-Market Manufacturer · $180M Revenue
$340K recovered from duplicate vendor payments in 12 days
SAP environment with 3 company codes and a merged vendor master from an acquisition two years prior. DataQubi identified 11% duplicate rate and flagged 23 recoverable payment pairs.
SAP Supplier Dedup
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PE Portfolio · 4 Companies
Unified working capital dashboard across 4 acquisitions before exit
Operating partner needed consistent DSO and DPO metrics across four portfolio companies for investor reporting. Each ran a different ERP. DataQubi normalized and delivered Fabric-based roll-up in 14 days.
PE Portfolio Working Capital
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