Forecasting

Purposeful Precision in Planning

Accurate and timely forecasting is critical for commercial success in the pharma industry – whetherestimating demand, projecting sales, managing inventory, allocating budgets, or planning resources. Chryselys’ Forecasting capability equips strategy, commercial, finance, launch and supply chain teams with the tools to anticipate what’s next, using historical data, market signals, real and anticipated events and advanced analytics to drive informed, timely decisions.

Key Benefits

Improved Forecast Accuracy

Enhances business confidence through consistent and validated forecasting model. Reduces over- or under-forecasting risks across geographies and product portfolios.

Integration with Commercial Analytics

Works seamlessly with Chryselis’ broader analytics stack, including sales intelligence, brand tracking, and payer dynamics.

Faster Decision-Making

Equips leadership teams with reliable foresight to respond quickly to market shifts. Drives better agility in sales and operations planning.

Cross-Functional Alignment

Brings consistency across sales, finance, and supply chain teams to reduce planning friction.

Efficient Resource Allocation

Aligns inventory planning, financial projections, and field force efforts with expected demand.

Customizable and Scalable

Adapts to evolving needs across therapeutic areas, geographies, and business units.

Key Features

CI that goes beyond tracking to drive decisions.

Chryselys CI integrates real-time monitoring, expert analysis, and scalable intelligence delivery to move beyond “what happened” and focus on “what this means for you.”

Multi-Level Forecasting Models

  • Short-term and long-term models tailored for different business needs
  • Patient and trend based forecasts suitable for different lifecycle stage
  • Forecasts at the brand, geography, customer, or channel level

AI-Augmented Forecasting

  • Leverages machine learning for pattern detection and signal identification
  • Integrates historical sales, claims data, macroeconomic indicators, and real-time inputs
  • Real time LLM based query handling to enhance explainability of the forecasts

Scenario Planning & Sensitivity Analysis

  • Assess multiple market situations to prepare for best-, base-, and worst-case outcomes
  • Understand how variables like pricing, competitor moves, or policy changes could affect performance

Forecast Governance & Alignment

  • Structured cadence for forecast review across stakeholders (sales, finance, supply chain, etc.)
  • Ensures forecasts reflect cross-functional consensus and business context
  • Secure and reliable storage of forecast evolution across users and scenarios

Why Forecasting Matters

Why Forecasting Matters

In today’s dynamic environment, inaccurate forecasts can lead to stockouts, excess inventory, missed revenue targets, or inefficient resource allocation. Teams need reliable methods to predict future trends while accounting for market variability, channel complexity, and product lifecycle shifts.

Uncertainty in Evolving Markets

Pharma markets today are influenced by numerous moving parts – regulatory timelines, payer access, competitive launches, clinical uptake curves, and macroeconomic shifts. Static or siloed forecasting methods struggle to keep up.

Cross-Functional Forecasting Needs

Commercial, supply chain, finance, and market access teams each require different forecast lenses. A one-size-fits-all approach often falls short of supporting diverse planning goals.

High Stakes for Commercial Teams

Inaccurate forecasts can lead to poor inventory planning, missed opportunities, or resource misalignment – especially for new product launches or in high-variability therapeutic areas like oncology or rare diseases.

Our approach helps clients move from reactive planning to proactive forecasting through structured models, validation processes, and business-aligned forecast reviews – ensuring forecasts are not only accurate but actionable.

Key Differentiators

Hybrid Forecasting Approach

Combines statistical models (ARIMA, exponential smoothing) with AI/ML for enhanced accuracy.

Therapy-Specific Forecast Templates

Tailored frameworks for specialty, retail, and rare disease products that account for unique demand drivers.

End-to-End Integration

Aligns with Chryselys’ offerings across data, analytics, and operations for full visibility from forecast to action.

Built-In Governance Framework

Embedded workflows to track changes, version control, and approvals across business teams.

Powered by Predictive and GenAI Technologies

Validates and refines assumptions, detects anomalies and generates synthetic data

Who It’s
For

Commercial Teams

Looking to track demand trends and align sales strategies.

Launch Teams

Launch Teams to drive strong product uptake and execution excellence.

Finance Teams

Aiming to create accurate revenue forecasts and manage budgets.

Supply Chain & Operations

Launch Teams to drive strong product uptake and execution excellence

Brand & Portfolio Planners

Aiming to create accurate revenue forecasts and manage budgets.

Enhancing Forecasting with Predictive and GenAI Technologies

Integrating predictive and GenAI technologies enhance accuracy and efficiency of forecasting by identifying hidden trends, validating assumptions, enabling scenario comparisons, track forecast evolution and intuitive visualizations

Curious about the platform powering our Forecasting solutions?

Get to know ForecastIQ our proprietary engine built to drive precision, agility, and insight across forecasting use cases.

ForecastIQ

We Have More To Offer

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