Financial Planning & Analysis

Financial Forecasting Agent

Projects revenue and costs from historical trends and recommends where to rebalance the budget.

All agents Next: Variance Analysis

An example conversation with the agent

AI Impact

24%

Forecast accuracy improvement

33%

Faster budget cycles

25%

Planning cost reduction

Key Capabilities

Predictive Modeling

Builds cash flow and budget models from historical data

Scenario Simulation

Runs multiple scenarios with confidence intervals

Variance Analysis

Identifies budget variances with root cause analysis

Risk Assessment

Evaluates uncertainty and suggests mitigation strategies

Scenario

Hui Ling Wong, Chief Financial Officer

Board meeting in 10 days — Q4 forecast needs urgent revision

Copper spikes 8%, two customers go quiet, and the board meets in 10 days — the original S$1.71B forecast is already stale

“How should we adjust Q4 revenue forecast given the 8% commodity spike?”

The agent builds three scenarios: base case compresses margin to 31.9% (320bps hit), downside drops to 29.4%, upside holds at 33.1%

“Run base, downside, and upside scenarios — what does margin compression look like?”

The CFO needs all three scenarios with variance commentary before the weekend

“Generate the variance commentary for the board deck with all three scenarios”

Financial Statements — 24,580 Records

Quarterly and annual income statements, balance sheets, and cash flow statements across business units

Field	Description
Period	Fiscal quarter or year (e.g., Q2 FY2025, FY2024)
Business Unit	Reporting segment (e.g., Cloud, Consulting, Software)
Statement Type	Income Statement, Balance Sheet, Cash Flow
Line Items	Revenue, COGS, EBITDA, net income, total assets, etc.

Statement Types

Type	Coverage
Income Statement	Revenue, expenses, profit margins by segment
Balance Sheet	Assets, liabilities, shareholders' equity
Cash Flow	Operating, investing, and financing activities

Market Data — 185,200 Records

Daily equity prices, indices, foreign exchange rates, and commodity benchmarks

Field	Description
Ticker	Symbol or instrument identifier (e.g., IBM, SPX, EUR/USD)
Date	Trading date
OHLCV	Open, high, low, close, volume
Asset Class	Equity, Fixed Income, FX, Commodity

Budget Plans — 8,430 Records

Annual and quarterly budget allocations by cost center, department, and project

Field	Description
Cost Center	Department or organizational unit
Budget Category	Personnel, Travel, Technology, Marketing, etc.
Planned Amount	Approved budget allocation
Actual Amount	Year-to-date spend against plan

Budget Types

Type	Description
OpEx	Operating expenditures (salaries, rent, utilities)
CapEx	Capital expenditures (equipment, facilities, IP)
Project	Initiative-specific budgets with milestones

Economic Indicators — 42,150 Records

Macroeconomic data points including GDP, inflation, interest rates, and employment figures

Field	Description
Indicator	Metric name (e.g., CPI, Fed Funds Rate, PMI)
Region	Country or economic zone (e.g., US, Eurozone, APAC)
Frequency	Monthly, quarterly, or annual release cadence
Value	Current and historical values with revision history

forecast_revenue

Generate revenue projections by business unit, region, and product line using historical trends and pipeline data.

Input

business_unit region period model_type

Output

Revenue projections with confidence intervals, growth drivers, and risk factors

analyze_cashflow

Model cash flow projections incorporating receivables, payables, debt service, and capital expenditures.

Input

entity horizon_months scenario

Output

Monthly cash flow projections with liquidity analysis and working capital metrics

compare_budgets

Compare actual spending against budget plans, identify material variances, and classify root causes.

Input

cost_center fiscal_period threshold_pct

Output

Variance report with categorized deviations and reallocation recommendations

search_market_data

Query market prices, indices, FX rates, and commodity benchmarks by ticker, date range, and asset class.

Input

ticker asset_class start_date end_date

Output

Time-series data with OHLCV, moving averages, and volatility metrics

assess_risk

Stress-test financial positions under adverse scenarios including rate shocks, FX moves, and demand contractions.

Input

scenario_type shock_magnitude portfolio

Output

Impact assessment with P&L sensitivity, covenant compliance, and mitigation options

get_economic_indicators

Retrieve macroeconomic indicators such as GDP, CPI, PMI, and interest rates by region and time period.

Input

indicator region period

Output

Indicator values with historical trend, consensus forecast, and revision history

Financial ForecastingMeridian Industries · November close

Example