A practical architecture for turning finance into a trusted decision engine — connecting clean source data, AI-enabled analytics, and leadership-ready outputs across cash, forecasting, controls, pricing, and executive decision support.
© 2026 Marilyn X · Proprietary AI Finance Architecture
Position the stack around measurable finance outcomes, not just tooling.
Reliable inputs first, then analytics, then action. The order matters.
Each card opens a focused view of use cases, logic, and expected outcome.
Delayed visibility into cash creates unnecessary risk. This module improves liquidity through AR prediction, AP optimization, and a rolling 13-week cash forecast. Requires reliable data pipelines from QBO, ADP, and bank feeds.
Static annual budgets quickly lose relevance. Rolling forecasts update as actuals arrive, improving planning across headcount, revenue, and cost drivers.
In a consulting firm, people are the primary cost base. This module improves utilization, bench cost visibility, and workforce planning so headcount is managed as a financial lever.
Limited visibility into project economics leads to margin leakage. This module combines project margin, consultant efficiency, and pricing analytics to improve profitability discipline.
Credit risk and growth decisions should be managed together. This module combines payment risk signals with client value insights to protect cash and focus growth on the right accounts.
Poor classification and weak spend visibility create avoidable cost leakage. This module improves coding accuracy, flags anomalies, and highlights vendor concentration risk across transactions.
Unbilled time, scope creep, and invoicing gaps quietly erode revenue. This module improves billing accuracy, captures leakage earlier, and supports a faster close.
Weak controls allow leakage to continue unnoticed. This module uses real-time transaction monitoring to strengthen governance and stop issues before they grow.
For a consulting firm, resource allocation is about bid decisions and deploying the right people to the right work. This module makes those choices more disciplined and ROI-focused.
This layer connects forecasting, risk, margin, and cash into one decision framework. It helps leadership move faster with clearer trade-offs and better information.
Start with the highest ROI foundations, then expand into profitability, people analytics, and the full decision platform.
Immediate impact on cash, cost control, and revenue capture.
Builds profitability visibility and workforce optimization.
Enables a full CFO decision platform for management and the board.
AI Finance Stack · Implementation Framework
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