AI drives Customers away

The foundry industry has many challenges, but one of the biggest is painfully simple: We need new customers, we need new markets, new applications, and new volumes. We need more engineers, designers, and purchasing departments to look at a welded structure, a machined part, a forged component, or an assembly and ask the question, “Could this be a casting?“

That question used to lead to a search engine, a few supplier websites, maybe a trade fair visit, maybe a phone call to someone who knew casting.

Now it increasingly leads to an LLM. For many people, AI has become the new advanced Google. You do not search through ten links anymore. You ask a question and receive a neatly written answer. You ask for a comparison and receive a table. You ask for recommendations and receive what looks like a technical conclusion. That is extremely useful. That is why we love AI.

But for the foundry industry, it is also dangerous. Because if the answer is wrong, outdated, or generic, the customer may never call a foundry. The customer may never even learn that a modern casting solution could be the best answer. The opportunity is lost before the first conversation.

When AI becomes the first technical advisor

Imagine a welding engineer with an aluminium welded construction. The part is produced in serious volume, perhaps 30,000 to 50,000 pieces per year. Welding that many parts is expensive. So the engineer starts thinking: is there a better way? Could this be turned into a casting?

That is exactly the kind of question where AI feels perfect. The engineer opens an LLM and asks what casting methods could be used. The AI asks reasonable follow-up questions: What is the volume? What is the size? What properties are needed? What material?

So far, so good. The part is aluminium. The size fits a typical midsize high-pressure die casting machine. The required properties are nothing extreme: some strength, some elongation, normal industrial needs.

Then the AI produces its answer. It compares conventional high-pressure die casting, vacuum high-pressure die casting, sand casting, and low-pressure die casting.

And then comes the problem. The AI says conventional high-pressure die casting is not suitable. It describes the process with the usual old horror words: brittle alloys, porosity, not weldable, not heat treatable. Vacuum high-pressure die casting is presented as the gold standard, but expensive, complex, and something not many companies can do. Sand casting and low-pressure die casting are presented as better alternatives.

For our welding engineer, the conclusion is clear: do not use high-pressure die casting. For anyone working with aluminium die casting, this is painful. Because we know this is not the full truth. We know that vacuum-assisted high-pressure die casting with ductile alloys is not some exotic moonshot technology. It is a standard industrial process. We know that modern foundries can produce excellent, demanding, weldable, heat-treatable castings with controlled porosity and serious engineering value.

But the AI does not know that well enough. Or, on the flip side, the AI has not been given enough good, current, public information to understand it.

The problem is not that AI is stupid

This is the important point. The problem is not that AI is useless. The problem is that AI is useful enough to be trusted.

The answer looks clean. It is structured. It sounds balanced. It gives a table. It gives pros and cons. It does not scream “I am wrong.” It politely guides the engineer away from our casting process, which may have been the right solution.

That is what makes it dangerous. If a designer or purchasing engineer searches this way, they may not have enough knowledge of casting technology to challenge the answer. They asked because they did not know. If the AI says high-pressure die casting is not good enough, they may simply continue welding. One customer lost. And if there is one, there are many more.

The Foundry Industry looks outdated

This is where it becomes uncomfortable for us as an industry. AI models are trained and guided by available information. If the public information about foundry technology is old, thin, generic, or hidden behind closed doors, the AI will fill the gaps with whatever it can find. Often that means old textbook knowledge, old assumptions, simplified process descriptions, or content written by people who do not work with modern casting every day.

The result is that the foundry industry appears less capable than it really is. It appears old. It appears technically limited. It appears like a last resort instead of a modern manufacturing solution. And that is not only an AI problem. It is a foundry communication problem.

For decades, the foundry industry has been very good at making things and often very bad at explaining them. We have relied on customer relationships, technical discussions, trade fairs, and word of mouth. That still matters. But the first contact point is shifting. More and more, the first person explaining casting to a potential customer is not a foundry engineer. It is an LLM. And if your company does not show up there, or if your process knowledge is not represented there, the AI will not magically invent your strengths.

We love AI, but we hate how it makes us look

We love AI because it is powerful. It helps us search, summarize, prepare, and compare faster. It can give us a quick overview. It can help structure thoughts. It can save time.

But we hate how it currently makes the foundry industry look. Not because AI has bad intentions. It has no intentions. It reflects what is available. And right now, too much of what is available makes casting look like yesterday’s technology.

For an industry looking for new customers, that is a serious problem. We cannot afford to have potential buyers scared away by outdated information. We cannot afford to let AI explain our processes worse than we would explain them ourselves. We cannot afford to be invisible when engineers are asking exactly the questions we want them to ask.

The customer journey has changed. The question is whether the foundry industry will change with it. If you would like to change it but lack the resources, the Ghostwriting Service for your Content Marketing from Casting-Campus GmbH is perfect for you. Let’s talk about how and when to get started. Schedule your Free Consultation Call below.