Causal Scenarios
Causal Scenarios runs Monte Carlo simulations on Excel model inputs to calculate the range of possible output values.
Causal, Inc.Price not published
Billow AI
by Billow Labs IncMicrosoft 365Price not published
Builds biotech and life-sciences financial models, budgets, forecasts, and scenarios inside Excel and Microsoft 365.
PRICINGNot published
DEPLOYMENTCloud
CATEGORYFinance
UPDATED ON MARKETPLACE
What it does
Provides an Excel-native AI assistant for financial modeling and what-if scenarios. It supports clinical trial budgeting, cost-per-patient calculations, program forecasting, market comps, pipeline data, and M&A analysis. Scenario testing covers delays, cost structure changes, milestones, and cash runway. It also produces summaries, dashboards, and investor-ready outputs.
Key capabilities
from the Microsoft Marketplace listingExcel AI assistant
Provides an Excel-native assistant for financial modeling and what-if scenarios.
Clinical trial budgeting
Automates clinical trial budgets and cost-per-patient calculations.
Market and pipeline data
Includes structured market comps, pipeline data, and M&A analysis.
Scenario testing
Tests delays, cost structure changes, milestones, and cash runway scenarios.
Financial outputs
Creates automated summaries, dashboards, and investor-ready outputs.
Microsoft 365 integration
Integrates with Microsoft 365, Excel, and enterprise systems.
Use cases
- Biotech teams can model clinical trial budgets and cost per patient in Excel.
- Finance teams can test the effects of delays, milestone changes, and cash runway scenarios.
- Portfolio and program teams can use pipeline data, market comps, and M&A analysis in financial planning.
Who it's for
Biotech and life-sciences CFOs, FP&A and strategic finance teams, portfolio and program management teams, and CRO or consulting groups supporting financial planning.
How it compares
Billow AI and Causal Scenarios are both cloud deployments with an unknown pricing model; Billow AI was updated on Mar 2026, while Causal Scenarios was updated in Jan 2023. GuruFocus Add-in for Excel also uses cloud deployment and has an unknown pricing model, with an update date of Dec 2024. The listing states capabilities for Billow AI, while no comparable capability details are provided for the alternatives.
| Name | Pricing | Deployment | Updated |
|---|---|---|---|
| this plugin | Price not published | Cloud | |
| Causal Scenarios | Price not published | Cloud | |
| GuruFocus Add-in for Excel | Price not published | Cloud |
In the catalog
172 plugins in Microsoft 365 · Finance
Price distribution: 9 free, 5 freemium, 74 paid, 84 price not published
Pricing & deployment
Platform
Microsoft 365
Product
Microsoft 365
Deployment
Cloud
Pricing
Price not published
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What the vendor says
«Billow AI is an intelligent financial modeling and scenario platform designed for biotech and life-sciences companies. Billow integrates directly with Excel and Microsoft 365 to automate complex workflows—clinical trial budgeting, program-level forecasting, scenario testing, and investor-ready analyses. Billow helps …»