Cash Forecasting Agent
A 13-week rolling forecast fed by real-time Open Banking, with stress scenarios and covenant alerts - SOX 404 audit-ready and built for Big-4 substantive testing under PCAOB AS 2110.
A 13-week rolling cash forecast fed by real-time Open Banking, with stress scenarios and covenant alerts under IAS 7 and ASC 230.
Analyse your processA selection from over 5,000 projects in 25 years of software development
Five cumulative pain points - SOX 404, going concern, covenant breach, MAC triggers, and a Big-4 qualification - demand a forecast that is cert-ready by design
The Agent forecasts cash flows across 13-week rolling, 52-week, and 5-year horizons under both IAS 7 and ASC 230, aggregates real-time Open Banking through PSD2 in the EU and UK and FDX in the US, tracks DSCR and ICR covenants with a four-week early warning, runs NGFS Phase IV climate stress tests, and monitors going concern under AICPA AU-C 570 and ISA UK 570. Classification and the DSCR/ICR calculations are fully deterministic, ML handles the forecasts and anomaly detection, and no generative AI touches liquidity decisions or scenario weightings.
Outcome: Covenant-breach risk is anticipated four to eight weeks ahead through rolling DSCR forecast alerts, heading off technical default, acceleration clauses, and Material Adverse Change triggers. The automated audit trail cuts Big-4 substantive testing under PCAOB AS 2110 and ISA UK 540 from 80 to 20 hours per quarter, and the SEC Item 303 MD&A liquidity disclosures, UK Strategic Report, and EU CSRD ESRS E1 report are generated within 24 hours of quarter close, complete with three scenarios and contingency actions.
Fifteen deterministic decision points, with three human escalations for the NGFS Phase IV climate scenarios, the AICPA AU-C 570 going-concern call, and the multi-shock stress combinations, build the audit trail that SEC, PCAOB, FRC, and Big-4 substantive testing require:
A SOX 404 liquidity-controls weakness, a going-concern qualification, a covenant breach, a Material Adverse Change trigger, and a Big-4 audit qualification all stem from the same blind spot
International cash flow forecasting operates across an interlocking regulatory regime of six major frameworks: IAS 7 for IFRS-reporting entities, ASC 230 for US GAAP-reporting entities (with key differences in interest and dividend classification), the AFP 13-week rolling standard adopted globally for tactical liquidity management, going concern under AICPA AU-C 570 and ISA UK 570 with its 12-month forward look-through, climate-related cash flow disclosures under EU CSRD ESRS E1, UK SDR, and UK TCFD using the NGFS Phase IV scenarios, and SOX 404 and UK FRC Provision 29 ICFR controls evidence for Big-4 substantive testing under PCAOB AS 2110 and ISA UK 540. A public company operating across the UK, EU, and US must coordinate a deterministic dual-standard forecast across the 13-week tactical, 52-week operational, and 5-year strategic horizons, run climate stress scenarios and DSCR/ICR covenant tracking, support Big-4 substantive testing, and produce the Board memo and Investor Relations briefing.
Five cumulative pain points: SOX 404, going concern, covenant breach, MAC triggers, and a Big-4 qualification
SOX Section 404 requires the CEO and CFO to certify ICFR effectiveness, including liquidity controls, each quarter in the 10-Q and each year in the 10-K, with personal liability for material misstatements under Sections 302 and 906. A material-weakness disclosure typically erodes 4-7% of market capitalisation in the first trading week, and PCAOB inspection findings from 2020 to 2024 place ICFR liquidity among the top three audit areas with deficiencies. Going concern under AICPA AU-C 570, ISA UK 570, and IAS 1.25-26 requires management and the auditor to evaluate a 12-month forward look-through, and crossing the substantial-doubt threshold modifies the auditor’s opinion (emphasis-of-matter, qualified, or adverse). Notable cases include Wirecard (2020, an EY qualified opinion before the fraud surfaced), Carillion (2018, KPMG ICFR failures), General Electric (2018, a PCAOB investigation), and SVB (2023, KPMG ICFR liquidity controls).
UK FRC Provision 29, effective 1 January 2026, requires a FTSE 350 board declaration of ICFR effectiveness in the Annual Report, aligning the UK with US SOX 404. EU CSRD ESRS E1, UK SDR, and UK TCFD require disclosure of climate-related cash flow impacts under the NGFS Phase IV scenarios (Net Zero 2050, Disorderly Transition, Hot House World). A covenant breach below 1.2x DSCR or 2.5x ICR triggers technical default, acceleration clauses, Material Adverse Change provisions, and cross-default clauses. A Big-4 qualification on going concern erodes investor confidence, bond covenant ratings, insurance and reinsurance availability, and working-capital facilities.
15 deterministic decision points with three human escalations
The Agent processes cash flow forecasting through a pipeline of 15 decision points: twelve regulatory classifications, one LLM-assisted ML forecast for the 52-week and 5-year horizons, one anomaly detection step, and three human escalations for the NGFS Phase IV climate scenarios, the AICPA AU-C 570 going-concern call, and the multi-shock stress combinations. Open Banking aggregation over PSD2 XS2A in the EU and UK and FDX 6.0 in the US covers all bank accounts in real time with eIDAS QSEAL and QWAC certificates. The cash flow statement is classified under both IAS 7 and ASC 230 with proper interest and dividend treatment, and the operating, investing, and financing activities follow the same dual standard (IAS 7 permits either treatment for interest paid, while ASC 230 always treats it as operating). The 13-week rolling forecast follows the AFP standard at weekly granularity, the 52-week uses Prophet with seasonality, and the 5-year uses System Dynamics with scenarios. The DSCR and ICR engine reads the bank covenant clauses and alerts four weeks ahead.
Consider an international group with US, UK, and EU subsidiaries, USD 5 billion revenue, 50,000 employees, and 12 banks across 8 countries. The Agent aggregates all 12 accounts in real time over PSD2 and FDX (lag of 30 seconds to 2 minutes) and updates the 13-week, 52-week, and 5-year forecasts weekly. The next 13-week DSCR is projected at 1.42x against a Citi covenant of 1.30x, a margin of 9 percent, with an ICR of 3.4x against a 3.0x covenant, a margin of 13 percent. The NGFS Phase IV Disorderly Transition stress test reduces DSCR to 1.21x in weeks 11-13, alerting the CFO and Board and escalating to the Audit Committee. On going concern, cash and facilities cover 14 months of operations, above the 12-month threshold. Backtested weekly accuracy is a 4-week MAPE of 7.1 percent and a 13-week MAPE of 16.3 percent, both within the AFP thresholds.
Real-time Open Banking across PSD2 and FDX with multi-jurisdiction support
The PSD2 RTS XS2A standard (Berlin Group NextGenPSD2 and the UK Open Banking Standard) gives standardised access to EU and UK bank accounts with eIDAS QSEAL and QWAC certificates, and the FDX 6.0 standard, effective 2024, provides US Open Banking with similar certificate-based authentication. The Agent aggregates all bank accounts into a single consolidated view across the UK, EU, and US. Legacy formats - SWIFT MT940, CAMT.053, BAI2, BAI3, Spain’s AEB Norma 43, and Poland’s ELIXIR-O - are retained as a backup for accounts not yet enabled for Open Banking. ML anomaly detection (Isolation Forest, LSTM Autoencoder, DBSCAN, Bollinger Bands) runs on international features such as FX rates, interest rates, inflation, commodity prices, and sector indices. An anomaly score above three standard deviations triggers a drill-down and hands off to the Fraud Detection Agent for AML under the BSA, UK MLR 2017, and EU 6AMLD.
Integration with SAP Treasury, Oracle Treasury Cloud, Kyriba, and GTreasury, plus Big-4 substantive testing
The Agent integrates by API with the major treasury management systems: SAP S/4HANA Treasury with SAP Cash Management (a default at DAX 40, FTSE 350, and S&P 500 companies), Oracle Treasury Cloud with Oracle Cash Management, Kyriba Treasury with Kyriba Cash Forecasting, GTreasury with GTreasury ClearConnect, Coupa Treasury, FIS Quantum, ION Treasury with the ION Wallstreet Suite, Workday Adaptive Planning with Workday Treasury, and BlackLine Cash Management. It reads Open Banking over PSD2 XS2A and FDX 6.0, with SWIFT MT940, CAMT.053, BAI2, and BAI3 as backup. Forecasting runs on a time-series database (TimescaleDB or InfluxDB) and an ML stack of TensorFlow, Prophet, ARIMA, the LSTM Autoencoder, and VAR. Big-4 substantive testing exports directly to Deloitte ASM, PwC Halo, EY Helix, and KPMG Clara, carrying the PCAOB AS 1215 and ISA UK 240 and 540 audit-trail metadata in WORM immutable storage with eIDAS QSEAL and QWAC timestamps and the SOX 404 and UK FRC Provision 29 evidence repository.
Micro-Decision Table
Who decides in this agent?
15 decision steps, split by decider
Open Banking aggregation across PSD2 and FDX Aggregate balances and transactions from every bank account in real time via the PSD2 XS2A APIs in the EU and UK and FDX in the US? Rules Engine Auditor
Standardised access under the PSD2 RTS and the US FDX 6.0 standard (effective 2024), with certificate-based authentication mandatory in production.
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
Challengeable by: Auditor
Cash flow statement classification IAS 7 / ASC 230 Direct method (gross receipts and payments) or indirect method (net income with adjustments) for the cash flow statement? Rules Engine Auditor
Both IAS 7 and ASC 230 permit either method. IFRS recommends the direct method, but the indirect method is more common in practice.
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
Challengeable by: Auditor
Activities decomposition (operating, investing, financing) Classify cash flows into the three IAS 7 activity categories with the correct interest and dividend treatment? Rules Engine Auditor
IAS 7 allows flexibility - interest paid can be operating or financing, interest received operating or investing - while ASC 230 is stricter and always treats them as operating.
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
Challengeable by: Auditor
13-week rolling forecast - AFP standard Rolling 13-week forecast at weekly granularity for the tactical horizon - covenant tracking, working capital and liquidity? Rules Engine Auditor
The AFP global standard, covering DSCR and ICR covenant monitoring, working-capital optimisation, and cash-buffer requirements.
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
Challengeable by: Auditor
52-week and 5-year strategic forecast Operational 52-week and strategic 5-year forecasts built on econometric models such as ARIMA, Prophet, VAR and LSTM? AI Agent Auditor
Time-series ML for seasonality, trends, and cycles, retrained monthly on 36-plus months of history together with macro variables.
Decision Record
Challengeable: Yes - fully documented, reviewable by humans, objection via formal process.
Challengeable by: Auditor
Climate stress test scenarios NGFS Phase IV NGFS Phase IV climate scenarios (Net Zero 2050 / Disorderly Transition / Hot House World) for forecast cash flow impacts? Human Auditor
Driven by the TCFD recommendations, EU CSRD ESRS E1, UK SDR, and the SEC Climate Rules, with the CFO and Board exercising judgement on scenario weightings.
Decision Record
Challengeable: Yes - via manager, works council, or formal objection process.
Challengeable by: Auditor
DSCR and ICR covenant tracking Are the Debt Service Coverage Ratio and Interest Coverage Ratio within their covenant thresholds, typically DSCR above 1.2x and ICR above 2.5x? Rules Engine Auditor
Bank covenants from Citi, JPMorgan, HSBC, Barclays, and Deutsche Bank typically run 1.2-1.5x DSCR, and a breach triggers technical default and acceleration clauses.
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
Challengeable by: Auditor
Covenant breach early warning Alert the CFO and Board if the projected DSCR falls below 1.2x within the next four weeks? Rules Engine Auditor
Going concern under AICPA AU-C 570 and UK FRC Provision 29. An early warning heads off technical default and the Material Adverse Change clauses that follow.
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
Challengeable by: Auditor
Going concern under AICPA AU-C 570 and ISA UK 570 Is going concern at risk where cash and facilities cover less than 12 months of operations, meeting the substantial-doubt threshold under AICPA AU-C 570? Human Auditor
A 12-month look-forward standard under both US GAAP (ASC 205-40) and IFRS (IAS 1.25-26), with auditor judgement required.
Decision Record
Challengeable: Yes - via manager, works council, or formal objection process.
Challengeable by: Auditor
Stress test multiple shocks Combined scenarios stacking a 30% revenue decline, a 50% receivables delay, the loss of a top-10 customer and an interest-rate shock? AI Agent Auditor
A 10,000-iteration Monte Carlo simulation with a correlation matrix across the economic variables - FX, rates, inflation, and commodities.
Decision Record
Challengeable: Yes - fully documented, reviewable by humans, objection via formal process.
Challengeable by: Auditor
Forecast vs actual reconciliation Backtesting weekly accuracy: forecast versus actual MAPE under 10% at the 4-week horizon and under 20% at the 13-week horizon? Rules Engine Auditor
The accuracy thresholds set by the AFP standard and by Big-4 substantive testing under PCAOB AS 2110 and ISA UK 540. When accuracy deteriorates, the model is retrained.
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
Challengeable by: Auditor
Anomaly drill-down detection Bank account anomaly (>3 standard deviations) requires rapid investigation? AI Agent Auditor
ML anomaly detection (Isolation Forest, LSTM Autoencoder, DBSCAN, Bollinger Bands), integrated with the Fraud Detection Agent for AML.
Decision Record
Challengeable: Yes - fully documented, reviewable by humans, objection via formal process.
Challengeable by: Auditor
SEC, UK and EU regulatory reporting Generate the quarterly cash flow disclosures across the SEC Form 10-Q, the UK Annual Report, the EU CSRD ESRS and IAS 7? Rules Engine Auditor
Covers SEC Item 303 MD&A liquidity, the UK Companies Act Strategic Report, EU CSRD ESRS E1 climate cash flow, and the IAS 7 disclosures.
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
Challengeable by: Auditor
Big-4 substantive testing audit-trail Complete the audit-trail documentation for Big-4 substantive testing under PCAOB AS 2110 and ISA UK 540? Rules Engine Auditor
Mathematical backup, the judgement rationale, backtested accuracy, scenario sensitivity, and ICFR controls evidence.
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
Challengeable by: Auditor
Board memo and Investor Relations briefing A quarterly Board memo and IR briefing setting out the three scenarios, contingency actions and the going-concern assessment? Rules Engine Auditor
Supports the AICPA AU-C 570 going-concern disclosure and UK FRC Provision 29, alongside Board oversight, IR transparency, and analyst expectations.
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
Challengeable by: Auditor
Decision Record and Right to Challenge
Every decision this agent makes or prepares is documented in a complete decision record. Affected parties (employees, suppliers, auditors) can review, understand, and challenge every individual decision.
Does this agent fit your process?
We analyse your specific finance process and show how this agent fits into your system landscape. 30 minutes, no preparation needed.
Analyse your processGovernance Notes
SOX 404 with Sections 302 and 906: the CEO and CFO certify ICFR effectiveness, including liquidity controls, each quarter and year. A material-weakness disclosure typically erodes 4-7% of market cap in the first trading week. Going concern under AICPA AU-C 570 and ISA UK 570: a 12-month forward look-through, where substantial doubt requires disclosure and a modification of the auditor's opinion. UK FRC Provision 29: effective 1 January 2026, a board declaration of ICFR effectiveness is mandatory for the FTSE 350.
Big-4 substantive testing under PCAOB AS 2110 and ISA UK 540: testing of accounting estimates such as cash flow forecasts requires mathematical backup, the management rationale, backtested accuracy, and scenario sensitivity. EU CSRD ESRS E1 climate: material climate-related cash flow impacts must be disclosed, with the NGFS Phase IV scenarios as the standard reference. SEC Climate Rules (March 2024): currently stayed pending Eighth Circuit litigation, though California SB 253 and SB 261, effective 2026, require GHG and climate-related financial disclosures.
Process Documentation Contribution
Open Banking aggregation runs over PSD2 XS2A and FDX 6.0 web services with eIDAS QSEAL and QWAC certificates. The Forecast Engine produces rolling 13-week, 52-week, and 5-year horizons using ARIMA, Prophet, and an LSTM Autoencoder, retrained monthly on 36-plus months of data and macro variables. The DSCR/ICR Engine reads the bank covenant clauses and issues alerts four weeks ahead. Stress testing combines NGFS Phase IV scenarios with a 10,000-iteration Monte Carlo simulation and multi-shock combinations. The audit trail spans PCAOB AS 2110, ISA UK 540, and AICPA AU-C 540 substantive testing, with the SEC Item 303 MD&A draft, UK Strategic Report, and EU CSRD ESRS E1 disclosures.
Assessment
Prerequisites
- Treasury Management System with API: SAP Treasury, Oracle Treasury Cloud, Kyriba, GTreasury, Coupa Treasury, FIS Quantum, ION Treasury
- Open Banking integration: PSD2 XS2A in the EU and UK and FDX 6.0 in the US, with certificate-based authentication
- A time-series database such as TimescaleDB or InfluxDB and an ML platform built on TensorFlow, Prophet, ARIMA, and LSTM
- A covenant-tracking module holding the bank covenant clauses (Citi, JPMorgan, HSBC, Barclays, Deutsche Bank, ING)
- An NGFS Phase IV climate-scenarios database and the TCFD reporting framework
- An ICFR controls evidence repository for SOX 404, UK FRC Provision 29, and Big-4 substantive testing
Infrastructure Contribution
The Agent integrates with the Decision Layer Treasury for centralised liquidity management. It consumes real-time Open Banking data over PSD2 and FDX, ERP master data, the NGFS Phase IV ESG climate database, and the bank covenant clauses. It delivers the 13-week, 52-week, and 5-year forecasts, DSCR and ICR alerts, SEC Item 303 MD&A drafts, UK Strategic Report inputs, and EU CSRD ESRS E1 disclosures to Treasury, the CFO, the Board, the Audit Committee, and Investor Relations. The architecture is cert-ready, carrying the PCAOB AS 2110 and ISA UK 540 substantive-testing audit trail and the AICPA AU-C 570 going-concern documentation.
What this assessment contains: 9 slides for your leadership team
Personalised with your numbers. Generated in 2 minutes directly in your browser. No upload, no login.
- 1
Title slide - Process name, decision points, automation potential
- 2
Executive summary - FTE freed, cost per transaction before/after, break-even date, cost of waiting
- 3
Current state - Transaction volume, error costs, growth scenario with FTE comparison
- 4
Solution architecture - Human - rules engine - AI agent with specific decision points
- 5
Governance - EU AI Act, GoBD/statutory, audit trail - with traffic light status
- 6
Risk analysis - 5 risks with likelihood, impact and mitigation
- 7
Roadmap - 3-phase plan with concrete calendar dates and Go/No-Go
- 8
Business case - 3-scenario comparison (do nothing/hire/automate) plus 3×3 sensitivity matrix
- 9
Discussion proposal - Concrete next steps with timeline and responsibilities
Includes: 3-scenario comparison
Do nothing vs. new hire vs. automation - with your salary level, your error rate and your growth plan. The one slide your CFO wants to see first.
Show calculation methodology
Hourly rate: Annual salary (your input) × 1.3 employer burden ÷ 1,720 annual work hours
Savings: Transactions × 12 × automation rate × minutes/transaction × hourly rate × economic factor
Quality ROI: Error reduction × transactions × 12 × EUR 260/error (APQC Open Standards Benchmarking)
FTE: Saved hours ÷ 1,720 annual work hours
Break-Even: Benchmark investment ÷ monthly combined savings (efficiency + quality)
New hire: Annual salary × 1.3 + EUR 12,000 recruiting per FTE
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Cash Forecasting Agent
Initial assessment for your leadership team
A thorough initial assessment in 2 minutes - with your numbers, your risk profile and industry benchmarks. No vendor logo, no sales pitch.
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Related Pages
Frequently Asked Questions
How does the Agent integrate Open Banking over PSD2 and FDX for real-time cash visibility?
Bank covenants DSCR and ICR - what are typical thresholds for international corporates?
How does NGFS Phase IV climate scenarios mandate cash flow forecasting?
13-week rolling forecast versus 52-week versus 5-year - which horizon for what purpose?
Going concern under AICPA AU-C 570 and ISA UK 570 - when must the auditor disclose substantial doubt?
How does the Agent train ML models for international cash flow forecasting?
Big-4 substantive testing under PCAOB AS 2110 and ISA UK 540 - what documentation is required?
What Happens Next?
30 minutes
Initial call
We analyse your process and identify the optimal starting point.
1 week
Discover
Mapping your decision logic. Rule sets documented, Decision Layer designed.
3-4 weeks
Build
Production agent in your infrastructure. Governance, audit trail, cert-ready from day 1.
12-18 months
Self-sufficient
Full access to source code, prompts and rule versions. No vendor lock-in.
Implement This Agent?
We assess your finance process landscape and show how this agent fits your infrastructure.