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Frequently asked questions about VCG.AI

How the platform works, where its data comes from, and how to read your results.

About the platform

What is VCG.AI?

VCG.AI helps you make decisions about renewable and circular materials. You use it to find material pathways, check whether they can work commercially, and follow market changes that affect them.

A pathway is the route from a feedstock, by-product or waste stream, through one or more conversion technologies, to a material and the products that use it.

What is a BioLink?

A BioLink® is the knowledge graph behind VCG.AI. It connects feedstocks, technologies, materials, suppliers and applications, and holds more than 30,000 material pathways that our experts have validated. The pathways and companies you see in the app come from BioLink.

Who is VCG.AI for?

Anyone who makes decisions about materials and feedstocks. Our customers use it in R&D, procurement, sustainability, corporate strategy and investment planning. Regional development agencies use it to find value chains that suit their region.

When several teams in one company share a workspace, they all work from the same pathways and sources.

How is VCG.AI different from ChatGPT and other general AI tools?

General AI chat tools answer questions on any subject. VCG.AI covers one area in depth, the circular economy and bioeconomy.

Domain experts curate the database. The platform links research papers, patents, market reports, company data and life-cycle assessments to real companies and supply chains. Every result lists the sources it is based on, so you can check them yourself.

How is it different from patent or market intelligence tools?

Most of those tools focus on one type of data, such as patents or market reports. VCG.AI puts technologies, research, patents, markets, projects, start-ups and life-cycle assessments in one place and connects them along the value chain.

Data and coverage

Do I need to upload my own data to get started?

No. VCG.AI works from public data and industry data from a commercial provider, so you can start right away. If you want results that reflect your own operations, you can add your own data later.

Where does the data come from?

We combine public sources such as research papers and patents with company and industry data from a global business data provider. Our experts review the pathways and any attached data.

How current is the data?

We refresh company and market data frequently and add new publications and patents upon request. Each source in a result shows its publication date.

Which materials, by-products and waste types are covered?

Coverage is deepest for organic by-products, residues and waste. We are adding textiles and chemicals now, and plan to add metals and construction materials.

To check whether a specific material is covered, ask us in the chat.

Does VCG.AI work in my country or region?

Yes. You can analyse pathways for any location. The analysis accounts for local feedstock availability, regional economics and regulation.

Your results

What does a pathway result show?

A pathway result shows the feedstock, the conversion technologies, the resulting material and its applications. It also lists suppliers and technology providers at each step.

VCG.AI rates each pathway's commercial viability on six factors:

  • feedstock availability

  • technology readiness

  • supplier maturity

  • market demand

  • regional economics

  • regulatory conditions

How reliable are the results?

Use VCG.AI to support your decisions, and check before you act on them. Every result cites its sources, and our experts validate the pathways in BioLink. Any analysis can still contain errors or miss very recent news. Read the cited sources before you commit to an investment or a supplier.

If a result looks wrong, tell us in the chat. One of our experts can go through it with you.

Can I export or share results?

Colleagues in your company's workspace see the same pathways and sources you do.

Will VCG.AI tell me when something changes?

VCG.AI tracks new technologies, competitor activity, patents, supplier readiness, regulatory changes and market growth for the pathways you follow.

Which languages is the app available in?

The app is in English.

Working with our team

Can VCG.AI run a deeper analysis for us?

Yes. Alongside the platform, we run custom projects with our in-house experts and a wider expert network. These cover questions the platform can't answer on its own.

Talk to your account manager or message us in the chat.

How is my company's data handled?

Only users in your company's workspace can see the data you add.

We host the platform in Frankfurt, Germany and process personal data under GDPR.

We do not use your data to train AI models.

How do I get help?

Click the Help and Support icon in the bottom-left corner of the app to message our team.

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