Common pain points that structured decision models eliminate.
Critical financial models live in ungoverned Excel files. One wrong formula costs millions. Run models in a versioned, auditable environment.
Planning assumptions drift undetected. Monitor forecast accuracy by driver, identify systematic bias, and improve credibility over time.
Every department says their project is highest priority. Compare hiring, software, marketing, and M&A on the same risk-adjusted NPV scale.
Regulators and boards ask 'who decided this and why?' Every model run is logged with inputs, outputs, and governance metadata.
Autonomous AI agents collaborate to detect, diagnose, and resolve financial anomalies with human-in-the-loop guardrails at every step.
Detects budget variance exceeding threshold from GL sync
Monitors actuals vs budget after every ERP close cycle. Automatically evaluates whether variance exceeds materiality threshold (>5% or >$500K).
Decomposes $2.3M variance into 6 causal drivers
Runs budget_variance_attribution model isolating volume, price, mix, timing, FX, and one-time factors. Identifies programmatic spend (+$1.4M) and contractor overage (+$620K) as primary drivers.
Forecasts downstream cash impact for next 90 days
Runs cashflow_runway_forecast with updated actuals. Projects runway impact, identifies potential covenant headroom reduction from 2.1x to 1.7x EBITDA coverage.
2 of 3 agents confirm material impact requiring CFO review
Multi-agent consensus voting requires quorum before escalation. Variance is material, covenant risk is elevated, and reforecast is warranted.
Generates intelligence briefing with reforecast and action plan
Synthesizes variance decomposition, cash flow impact, and covenant status into a prioritized briefing. Recommends Marketing spend freeze, contractor renegotiation, and Q3 reforecast. Routes to CFO.
This is what your CFO sees every Monday at 6 AM, automatically generated from 18+ model outputs, zero analyst hours required.
Generated: Mon May 19, 2026 6:00 AM ET · $340M revenue, 4 business units
EBITDA coverage ratio declined to 1.7x against 1.5x covenant minimum. Trend projects breach in 2 quarters at current trajectory.
Recommend immediate working capital optimization and Marketing spend freeze. Covenant breach probability: 28% at P50.
Unhedged EUR exposure of $4.2M at risk from 3.8% adverse move. VaR at 95% confidence: $890K.
Treasury action needed: increase forward hedge coverage to 75% before quarter-end.
FP&A forecast has been optimistically biased for 3 consecutive quarters. Average overshoot: +8.2%.
fpa_forecast_bias_monitor recommends 7% haircut on current Q3 revenue forecast.
Days sales outstanding (DSO) increased from 45 to 58 days. 12 accounts >90 days overdue totaling $1.9M.
collections_strategy_optimizer model run #R-5102 attached with prioritized recovery plan.
| Metric | This Week | Prior Week | Trend |
|---|---|---|---|
| Revenue (QTD) | $84.2M | $79.8M | ↑ |
| Gross Margin | 68.4% | 69.1% | ↓ ⚠ |
| OpEx / Revenue | 72.3% | 70.8% | ↑ ⚠ |
| Cash Runway | 14.2 mo | 15.1 mo | ↓ ⚠ |
| DSO | 58 days | 54 days | ↑ ⚠ |
| Forecast Accuracy | 88% | 91% | ↓ |
| Covenant Headroom | 1.7x | 1.9x | ↓ ⚠ |
How teams use DecisionLedger to make better decisions.
Runs capital allocation models to compare hiring, software, and M&A investments on the same risk-adjusted NPV scale, then routes the top 3 to the board with governance metadata.
Capital allocation decisions backed by structured analysis, not loudest-voice-wins
Uses Monte Carlo simulation to stress-test the annual budget against 10,000 demand scenarios, identifying the drivers most likely to cause variance and building contingency plans.
Forecast accuracy improved from +/-15% to +/-4% within two quarters
Generates SOX-ready audit packages from every financial model run, including full input/output history, approval chains, and version tracking - no more manual evidence collection.
Audit prep time cut from 3 weeks to 2 days with immutable evidence trails
See how agent orchestration compresses an 8-week manual process into same-day resolution.
3 weeks
4 analysts, 200+ hours
Same day
0 analyst hours, fully audited
Based on platform benchmarks across early adopters.
Budget Variance
+/-15% forecast miss
+/-4% accuracy
Capital Decisions
2-week committee cycle
Same-day model comparison
Audit Evidence
3-week manual collection
Auto-generated packages
Scenario Analysis
Single-point estimates
10,000 Monte Carlo runs
Every HR decision model includes built-in regulatory compliance checks. Always audit-ready, never scrambling before a review.
Automated internal controls testing with evidence packages for management certification and auditor review
Revenue recognition compliance with multi-element arrangement analysis and contract modification tracking
Dual-framework financial modeling with automatic reconciliation and disclosure requirement mapping
10-K/10-Q data validation, XBRL tagging verification, and material weakness detection before filing
Intercompany transaction monitoring with arm's-length benchmarking and documentation generation
Every model run archived to S3 Object Lock WORM storage for SOX evidence, litigation holds, and regulatory review
SEC EDGAR data, benchmark comparison, and complete audit trails - purpose-built for regulated financial decision-making.
Automatically ingest gross margin, net profit margin, operating margin, ROA, debt-to-equity, and current ratio data grouped by 2-digit SIC code.
Compare your financial metrics against industry peers using FRED, BLS, and SEC EDGAR data with AI-powered drift alerts.
Export complete audit trails with full input/output history, governance metadata, and approval records for SOX and regulatory review.
Six end-to-end automated workflows that chain multiple decision models together. Each pipeline runs autonomously with governance gates.
GL close event
Variance decomposition, forecast accuracy, cash position, and covenant status delivered to CFO same-day
Quarterly cycle
Bottoms-up reforecast with Monte Carlo confidence bands and scenario overlays
Annual / event-driven
Risk-adjusted NPV comparison across all investment candidates with board-ready summary
Continuous
Real-time covenant headroom tracking with breach probability alerts
Whether you lead the function or the analytics, DecisionLedger delivers the outputs your role demands.
Connects With
Part of 150+ native integrations across CRM, marketing, finance, HR, ecommerce, and analytics
NetSuite
Chargebee
Recurly
Power BI
Tableau
NetSuite
Chargebee
Recurly
Power BI
TableauPre-built decision models ready to run with your data.
Budget variance attribution analysis
Where should the next dollar go? Evaluates hiring, projects, software, marketing, and acquisitions on the same scale. Computes risk-adjusted NPV, normalized ROI, multi-criteria composite scores, growth vs profit tradeoff frontiers, Monte Carlo confidence intervals, and sensitivity analysis. Produces ranked allocation recommendations with executive-ready KPIs.
Decomposes total cost of revenue production into fixed, variable, step-fixed, and marginal components. Computes contribution margins, breakeven points, cash burn rates, and scale-decision thresholds. Feeds pricing strategy, margin analysis, cash runway, and capacity planning.
Monitors covenant ratios and headroom, tests interest rate and downside sensitivity, forecasts breach risk, and produces trigger thresholds with days-to-action alerts.
Tracks forecast accuracy by driver, identifies systematic bias, and recommends corrections to planning assumptions to improve credibility over time.
Maps currency exposure across revenue and costs, simulates FX shocks, evaluates hedging strategies, and monitors bank and cash concentration risk.
Projects future cash flows using Monte Carlo simulation with runway analysis, burn rate tracking, hiring freeze triggers, fundraising scenarios, and shortfall probability quantification.
Forecasts revenue and demand using scenario modeling with statistical trend analysis, seasonality adjustment, and probability-weighted projections across growth, base, and downside scenarios.
Three steps to structured, auditable decisions.
Pull actuals from your financial systems (NetSuite, QuickBooks, Xero), data warehouse, or flat files. Map chart of accounts once, refresh on schedule.
Run cost-benefit, Monte Carlo, scenario modeling, and stress tests across budgets, forecasts, and capital plans.
Route decisions through approval workflows, generate board-ready reports, and track forecast accuracy over time.
Excel financial models
One wrong formula costs millions - no version history, no controls
Standalone Monte Carlo tools
Separate simulation software that doesn't connect to your actuals
Manual SOX evidence collection
3 weeks of screenshots and email trails every audit cycle
FP&A point solutions
Forecasting tools that can't run risk models or scenario stress tests