Scenario Modeling Agent
Builds and updates financial scenario models on demand, letting finance teams quickly stress-test revenue, cost, and cash assumptions for planning discussions.
When leadership asks finance to model the impact of a hiring freeze, a pricing change, or a downside revenue scenario, analysts typically rebuild a version of the financial model by hand in a spreadsheet, a process that can take hours or days and is prone to broken formulas and inconsistent assumptions across scenarios
Because building each scenario is labor-intensive, teams often can only afford to model two or three cases, limiting the range of strategic options leadership can actually evaluate before making a decision
Reconciling multiple scenario spreadsheets and keeping assumptions consistent across them is a further source of error and wasted time when the underlying business drivers shift
This agent maintains a live driver-based model connected to actuals and lets finance teams generate new scenarios on demand by adjusting assumptions, instantly producing updated P&L, cash flow, and headcount projections for planning discussions
The agent maintains a driver-based financial model tied to current actuals, forecast assumptions, and headcount plans, refreshed automatically as new actuals post to the GL and HRIS. When a new scenario is requested, it applies the specified assumption changes, such as revenue growth rate, hiring pace, or cost reductions, and recalculates the full P&L, cash flow, and runway projections, presenting results alongside the base case for comparison. Finance teams can iterate on assumptions interactively and export finalized scenarios for planning decks.
Maintain the Base Model
- Sync current actuals from the GL and HRIS
- Update driver-based assumptions from the latest forecast
- Validate model integrity against known checkpoints
- Refresh the base case projection
Configure Scenario Assumptions
- Accept assumption changes for revenue, cost, or headcount drivers
- Apply changes consistently across dependent line items
- Flag assumption conflicts or unrealistic combinations
- Confirm scenario parameters with the requester
Generate Scenario Outputs
- Recalculate P&L, cash flow, and runway projections
- Generate headcount and hiring plan impacts
- Compare scenario results against the base case and other scenarios
- Highlight key inflection points and risk thresholds
Package for Decision-Making
- Format scenario comparisons into a decision-ready summary
- Export supporting detail for planning decks
- Archive the scenario with its assumptions for future reference
- Enable rapid iteration on follow-up questions