Upcoming Events

Newark, DE08-18-2026 - 08-21-2026

Open Industrial Digital Ecosystem Summit

Sponsored by NIST (National Institute of Standards and Technology), Industrial Ontologies Foundry (IOF) and OAGi (Open Applications Group), the Summit is focused on standard-based, data-driven interoperability and intelligence for the biopharmaceutical industry. The event will take place at the National Institute for Innovation in Manufacturing Biopharmaceuticals (NIIMBL) HQ at the Ammon Pinizzotto Biopharmaceutical Innovation Center on the University of Delaware's STAR Campus in Newark, Delaware.

Procegence Blogs

Bio/Pharma, Process Development & Optimization +105-28-2026

How a Simulation Unlocked $20M in Annual Revenue for a Biopharma Manufacturer

When physical DOE isn't an option, simulation delivers.

Predictive Pathways

Infographic showing three outcomes from a CFD bioreactor optimization study: deeper process understanding, 12% improvement in product yield, and an estimated $20 million in additional revenue per year, illustrated alongside a large-scale bioreactor vessel.
Bio/Pharma, Process Development & Optimization +1

How a Simulation Unlocked $20M in Annual Revenue for a Biopharma Manufacturer

Diagram showing the four-part blog series on M&S adoption barriers, progressing left to right: cost and infrastructure (dollar sign), data readiness (network nodes), cultural resistance (group of people), and validation and trust (shield with checkmark)
Bio/Pharma, Fine Chemicals +4

The Modeling & Simulation Adoption Gap: The Barriers Are Closer Than You Think

The image symbolizes data scrutiny and validation. The image on the left is of a computer monitor with a line graph. There is a magnifying glass with a triangle with an exclamation mark in view. There are 3 gears in the middle with a line taking the viewer to a computer monitor on the right with a reconciled line graph and a symbol of a checkmark showing the data have been validated.
Digital Transformation, Innovation +2

Why Modeling & Simulation Adoption Still Stalls: Validation and Trust

Symbolic images of moving from confusion to enlightenment. Images on left are iconic outlines of people with thought bubbles above their heads with a question mark, elipses and an X. An arrow is moving through a brick wall in the center to the same icons on the right with thought bubbles with a lightbulb.
Innovation, Digital Transformation +5

Why Modeling & Simulation Adoption Still Stalls: Cultural Resistance

matrix in green, blue and purple is on the left with connections going through a grayish blue filter in the middle to an organized set of interconnect dots in blue, green and purple. Symbolized making sense of unstructured data.
Innovation, Predictive Modeling & Simulation +3

Why Modeling & Simulation Adoption Still Stalls: Readying Data for AI and Data-driven Models

An illustration symbolizing that in-house costs are considered a barrier in the adoption of Modeling and simulation. Images on the right are a dollar sign calculator, coins and a paper document with an upward green arrow like you'd see on a graph or chart. The image in the middle is a barrier like you'd see on a road to block traffic. The images on the right are of a clipboard with a chart and a computer monitor with a 3D blue box.
Predictive Modeling & Simulation, Process Development & Optimization +5

Why Modeling & Simulation Adoption Still Stalls - Despite its Proven Value

Downloadable Resources

Parametric Study and High-Fidelity Simulation: Enabling Bioprocess Optimization for a Leading Pharma Company

Parametric Study and High-Fidelity Simulation: Enabling Bioprocess Optimization for a Leading Pharma Company

4/15/2026

Resource file icon

Procegence: Services & Industries

12/31/2025

Where can you find us?

Open Industrial Digital Ecosystem Summit
Newark, DE
08/18/2026 - 08/21/2026

Open Industrial Digital Ecosystem Summit

Sponsored by NIST (National Institute of Standards and Technology), Industrial Ontologies Foundry (IOF) and OAGi (Open Applications Group), the Summit is focused on standard-based, data-driven interoperability and intelligence for the biopharmaceutical industry. The event will take place at the National Institute for Innovation in Manufacturing Biopharmaceuticals (NIIMBL) HQ at the Ammon Pinizzotto Biopharmaceutical Innovation Center on the University of Delaware's STAR Campus in Newark, Delaware.

CPHI Americas 2026
Philadelphia, PA
06/02/2026 - 06/04/2026

CPHI Americas 2026

CPHI Americas is a pharmaceutical industry conference focused on the contract development and manufacturing space and where drug developers, manufacturers, and suppliers connect, do business, and share knowledge.

Want to learn more?