Live Session: Tackling 'Garbage In, Garbage Out' in Process Engineering

Solving 'Garbage In, Garbage Out' in Process Engineering

Understand Industrial Infrastructure Project
Economics in Days,
Not Months

Understand Industrial Infrastructure Project
Economics in Days,
Not Months

The first AI-native development stack: process design, cost estimation, and financial modeling all in one workspace where projects are delivered on time and under-budget.

The first AI-native development stack: process design, cost estimation, and financial modeling all in one workspace where projects are delivered on time and under-budget.

Fixed-bed Reactor UI element from the Roebling platform

Powering Capital and R&D Projects Across Government and Industry

Powering Capital and R&D Projects Across Government and Industry

One platform for the entire early-stage project lifecycle

One platform for the entire early-stage project lifecycle

Process simulation, CapEx estimation, and financial analysis — integrated, iterative, and accessible to your whole team. 

Process simulation, CapEx estimation, and financial analysis — integrated, iterative, and accessible to your whole team. 

Speed

Speed

Get answers in days, not months. AI suggests process blocks, equipment configurations, and typical operating ranges — you validate and customize. 

Get answers in days, not months. AI suggests process blocks, equipment configurations, and typical operating ranges — you validate and customize. 

Two UI blocks from the Roebling Platform
Two UI blocks from the Roebling Platform

Integration

Integration

One model connects process design, equipment sizing, costs, and financials. Change throughput and equipment size adjusts, cost recalculates, financials refresh. One model, one source of truth.

One model connects process design, equipment sizing, costs, and financials. Change throughput and equipment size adjusts, cost recalculates, financials refresh. One model, one source of truth.

CapEx: $155.6M

TOTAL INSTALLED COST

$127.5M

with EPC costs

CONTINGENCY

$12.8M

10% of base cost

EPC & STARTUP

$15.3M

startup, tax, fees

UI elements from the Roebling Platform showing CapEx
UI elements from the Roebling Platform showing CapEx

Rigor

Rigor

Feasibility shouldn’t be based on a single scenario with a single set of assumptions. Model uncertainty with ranges and distributions. Run sensitivity analysis to find the inputs that matter most and where the thresholds are.

Feasibility shouldn’t be based on a single scenario with a single set of assumptions. Model uncertainty with ranges and distributions. Run sensitivity analysis to find the inputs that matter most and where the thresholds are.

UI elements from the Roebling Platform showing Valid Capacity Range
UI elements from the Roebling Platform showing Valid Capacity Range

Transparency

Transparency

One model connects process design, equipment sizing, costs, and financials. Change throughput and equipment size adjusts, cost recalculates, financials refresh. One model, one source of truth.

One model connects process design, equipment sizing, costs, and financials. Change throughput and equipment size adjusts, cost recalculates, financials refresh. One model, one source of truth.

UI Elements from the Roebling Platform showcasing uncertainty and impact of parameters
UI Elements from the Roebling Platform showcasing uncertainty and impact of parameters

Why Customers Choose Roebling

Why Customers Choose Roebling

The team helped transform our technical data into a powerful, integrated techno-economic model that combines OPEX and CAPEX in one place. They mapped out production costs across pilot, demo, and commercial scales, tested multiple process performance scenarios, and even modeled a phased build-out approach. We are armed with the numbers necessary to confidently communicate with stakeholders.

MICHAEL NEWTON

CEO, QORIUM

It’s been nothing short of exceptional, working with the team. They built a full TEA of our process to produce lactoferrin. They helped us evaluate different greenfield sites, brownfield sites, and CDMO options. The insights generated allowed us to better understand the cost curve of our lactoferrin, allowing us to speak to customers and investors a lot more confidently.

FENGRU LIN

CEO, TURTLETREE

See Roebling in Action

Explore how AI-powered process engineering accelerates design, cost analysis, and infrastructure decisions.

See Roebling in Action

Explore how AI-powered process engineering accelerates design, cost analysis, and infrastructure decisions.

Frequently Asked Questions about Roebling

Frequently Asked Questions about Roebling

What is Roebling?

Roebling is an AI-enabled process simulation and techno-economic modeling platform for industrial infrastructure projects. It integrates process design, equipment sizing, capital and operating cost estimation, and financial modeling in a single workspace. Teams use it to run feasibility studies, compare process alternatives, and model project economics across multiple scenarios, scales, and sites.

What is Roebling?

Roebling is an AI-enabled process simulation and techno-economic modeling platform for industrial infrastructure projects. It integrates process design, equipment sizing, capital and operating cost estimation, and financial modeling in a single workspace. Teams use it to run feasibility studies, compare process alternatives, and model project economics across multiple scenarios, scales, and sites.

How does Roebling differ from traditional industrial project planning tools?

Unlike traditional methods that rely on static, siloed models, Roebling enables dynamic, real-time decision-making, helping teams build faster and invest smarter while understanding costs more effectively.

How does Roebling differ from traditional industrial project planning tools?

Unlike traditional methods that rely on static, siloed models, Roebling enables dynamic, real-time decision-making, helping teams build faster and invest smarter while understanding costs more effectively.

How does Roebling’s feasibility analysis work?

Roebling goes beyond single-scenario analysis by providing a system to explore multiple decisions and uncertainties using real-world data and constraints. This allows customers to compare various designs and assumptions, making it easier to identify viable outcomes and understand what drives costs and project sensitivities.

How does Roebling’s feasibility analysis work?

Roebling goes beyond single-scenario analysis by providing a system to explore multiple decisions and uncertainties using real-world data and constraints. This allows customers to compare various designs and assumptions, making it easier to identify viable outcomes and understand what drives costs and project sensitivities.

How does Roebling utilize AI in its platform?

Roebling’s AI-powered platform allows teams to build comprehensive project models, integrating various aspects like process design and financial analysis. Ensuring a seamless and efficient planning process.

How does Roebling utilize AI in its platform?

Roebling’s AI-powered platform allows teams to build comprehensive project models, integrating various aspects like process design and financial analysis. Ensuring a seamless and efficient planning process.

What tools does Roebling replace or improve upon?

Roebling offers a more comprehensive solution compared to tools like Excel, AspenPlus, and SuperPro. It addresses limitations such as static models, lack of scenario management, and hidden assumptions, providing a more user-friendly and accurate platform for early-stage project planning.

What tools does Roebling replace or improve upon?

Roebling offers a more comprehensive solution compared to tools like Excel, AspenPlus, and SuperPro. It addresses limitations such as static models, lack of scenario management, and hidden assumptions, providing a more user-friendly and accurate platform for early-stage project planning.

Who uses Roebling?

Primary users are process engineers, R&D scientists, and TEA analysts who build and run techno-economic models. Decision influencers include project managers, CapEx managers, and technical founders who use model outputs to make investment decisions. Roebling is used at companies ranging from startups scaling from pilot to commercial production, to corporate R&D teams evaluating new process technologies, to capital project groups running feasibility studies for new facilities.

Who uses Roebling?

Primary users are process engineers, R&D scientists, and TEA analysts who build and run techno-economic models. Decision influencers include project managers, CapEx managers, and technical founders who use model outputs to make investment decisions. Roebling is used at companies ranging from startups scaling from pilot to commercial production, to corporate R&D teams evaluating new process technologies, to capital project groups running feasibility studies for new facilities.

What industries does Roebling serve?

Roebling serves teams developing process-intensive industrial infrastructure across materials and chemicals, critical minerals, energy, food and agriculture, biomanufacturing, and decarbonization infrastructure. The platform is designed for any project that requires techno-economic analysis connecting process engineering to capital cost estimation and financial modeling: new facility development, technology commercialization, production scale-up, and capital investment evaluation.

What industries does Roebling serve?

Roebling serves teams developing process-intensive industrial infrastructure across materials and chemicals, critical minerals, energy, food and agriculture, biomanufacturing, and decarbonization infrastructure. The platform is designed for any project that requires techno-economic analysis connecting process engineering to capital cost estimation and financial modeling: new facility development, technology commercialization, production scale-up, and capital investment evaluation.

Designed for those who build.

Roebling is where the most ambitious industrial projects start. Roebling offers a first-of-its-kind platform for industrial process engineers and R&D teams in biomanufacturing, chemicals, critical minerals, and beyond.

Copyright © 2026 Roebling. All Rights Reserved.

Designed for those who build.

Roebling is where the most ambitious industrial projects start. Roebling offers a first-of-its-kind platform for industrial process engineers and R&D teams in biomanufacturing, chemicals, critical minerals, and beyond.

Copyright © 2026 Roebling. All Rights Reserved.

Designed for those who build.

Roebling is where the most ambitious industrial projects start. Roebling offers a first-of-its-kind platform for industrial process engineers and R&D teams in biomanufacturing, chemicals, critical minerals, and beyond.

Copyright © 2026 Roebling. All Rights Reserved.

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