When a big model describes a Chinese battery or electrical component company as a “low-cost Chinese supplier,” the real problem is usually not with the model, but with the public information itself.

If the signals released by the enterprise to the outside world stay at the origin, price, factory size, and basic parameters for a long time, the big model can only understand you along this line. It cannot see your certification system, project experience, delivery collaboration, overseas service network, nor can it determine your true position in the target category, so the most easily captured tags become the final conclusion.

Models are certainly affected by source coverage, industry inertia, and expression bias, but these are often not the core contradictions. More commonly, companies themselves do not consistently provide clear, mutually verifiable, and verifiable sources of information to overseas markets. So, the truly valuable abilities were not seen, and the surface level information was constantly amplified.

This is not a problem with a poorly written copy, but rather a deviation in the overall market information structure.

A common scenario: Capability is compressed into “Chinese production capacity”

Suppose a purchaser of a European automotive company asks in the big model:

“What reliable suppliers of power battery modules or high-voltage electrical connectors in Europe can support the quality and compliance requirements of automotive projects”

Your company appears in the results, but is only summarized as:

“A manufacturer headquartered in China that provides low-cost battery modules”

What is truly missing here is often not the product itself, but the key information that determines procurement decisions, such as:

• What quality and product certifications have you obtained;
• Do you have technical support and after-sales network in Europe;
• Have you ever worked on a first tier supplier project;
• How can your product adapt to existing battery packs, vehicle platforms, or production line requirements;
• What records do you have on delivery consistency, inefficiency control, and project response mechanisms.

The problem is not that the enterprise does not have these capabilities, but that the public sources have not clearly, specifically, and sufficiently stated these capabilities to be recognized by the model.

Once the purchaser continues to inquire about “which suppliers are suitable for regulated automotive applications”, you are likely to have already been included in the “low price substitution” column in the first round of judgment, rather than being shortlisted for capability assessment.

What is“ flattening of large models”?

The so-called “flattening of the big model” refers to the compression of a company's originally complex, specific, and hierarchical capabilities into a broad, easily recognizable, but low value label.

1. The category is said to be too broad

The big model categorizes you as a “Chinese manufacturer” or “electrical component supplier” without further identifying more accurate categories, such as:

• Supplier of automotive grade high-voltage connectors for new energy vehicles and energy storage systems;
• Battery module and battery management system (BMS) suppliers for regulated industrial scenarios;
• Manufacturer of high reliability electrical integrated components for automated production lines.

Once the category is broad, the subsequent judgment can easily slide towards price comparison.

2. The competitive position has been skewed

You originally wanted to compete based on technical ability, project experience, and delivery stability, but the big model put you in the framework of “affordable substitution for European and American brands”.

In this way, the concerns of the purchasing party have changed. What should have been asked was:

“Is this company suitable for our system requirements, quality standards, and project pace”

The result turned out to be:

“How much cheaper is it than existing suppliers”

As long as the discussion enters this context, if we want to bring the topic back to integrated experience, quality control, and full lifecycle cost, the difficulty will significantly increase.

3. Ability is replaced by surface attributes

Many companies repeatedly emphasize factory area, production capacity, establishment time, export countries, and price advantages to the outside world. So the big model will also define the enterprise along these attributes.

If the content that truly affects procurement decisions, such as reliability, certification, response speed, after-sales capability, and problem closure mechanism, is not consistently and clearly expressed, it is difficult to naturally enter the answer.

4. The source will inherit old beliefs

The big model will not only look at your own website, it will integrate different public sources, including industry platforms, directory sites, trade aggregation pages, industry media, and corporate websites.

If these pages repeatedly display generic terms such as “global leader”, “one-stop solution”, “high cost-effectiveness”, and “manufacturer direct sales”, the model will not receive valuable judgment information, but a bunch of slogans that anyone can write and cannot distinguish.

5. New abilities do not cover old impressions

Many companies have completed new certifications, established European after-sales networks, delivered more complex projects, and even entered the first tier supplier project system in recent years. But these developments have not appeared in a stable, clear, and retrievable form in public sources.

The result is that old low-priced labels are still being referenced, while new capabilities have not formed new market awareness.

Where does the judgment of the big model come from?

When Chinese companies go global, the most common sources of public information are usually concentrated in several types of channels:

• Alibaba, Made-in-China.com, Global Resources and other product pages that focus on sourcing procurement;
• The English content directly translated from Chinese materials is filled with difficult to judge expressions such as “global leader” and “one-stop solution”;
• Automatically generated, long-term unmaintained directory sites and industry aggregation pages;
• Industry media coverage of new entrants in China often focuses on prices, production capacity, and expansion speed;
• If the homepage of a company's official website mainly focuses on factory scale rather than specific product categories, application scenarios, and compliance capabilities;
• Third party sources that are almost missing in the target market, such as customer reviews, partner pages, industry association information, and professional media reports.

There is a frequently overlooked but influential difference here:

The source of information that sourcing procurement values is not the same as the source of information that enterprise procurement values.

Sourcing procurement focuses more on basic information such as product specifications, minimum order quantity, quotation, and delivery time. Enterprise procurement will further consider certification, quality system, supply continuity, responsibility boundaries, service response, risk introduction, and project coordination capabilities.

If the signals you publicly release are mainly prepared for sourcing procurement, then the big model will also use the logic of sourcing procurement to introduce you to enterprise procurement. This is the root cause why many companies, despite wanting to enter project-based procurement and systematic procurement, are always pulled to compare prices.

Business cost, not just “inaccurate description”

This deviation will not just stay in one answer, it will propagate down the sales process:

• You will be put into the comparison pool first, not the ability evaluation pool;
• The purchaser regards you as a risk item first, rather than a candidate partner;
• The sales team has been desperately explaining in the previous rounds of communication that “we are compliant, reliable, and not a low-end substitute”, but has been unable to enter into demand discussions for a long time;
• The only thing truly compared is the price;
• Even before you know the project has started, you have already been excluded from the shortlist.

For products such as battery modules, high-voltage connectors, battery cells, and battery management systems, this cost is particularly high. Because the true determinant of success or failure in such businesses is often not individual product pricing, but system compatibility, quality stability, certification adaptation, verification coordination, mass production collaboration, and long-term service capabilities.

The truly difficult part to change: You are also talking internally about “we are cheap”

This type of problem is often not just a deviation from external sources, but often the internal definition of the enterprise itself is like this.

We often see a very typical internal narrative: management reports talk about cost advantages, sales training talks about pricing, dealer communication talks about fast delivery and low quotes, and in the end, the official website and LinkedIn still write the same set of words. Over time, the entire company has only one way of expressing itself to the outside world - cheap and fast delivery.

This is not a language issue, but a cognitive pathway issue.

If the most convenient, unified, and frequent sentence for a company to explain its own value internally is“ We are 30% cheaper than European and American brands”, then the external market, big models, and buyers will ultimately receive only this layer of information. Of course, you may also have engineering coordination skills, failure analysis skills, experience in automotive certification, European after-sales network, and even have worked on first tier supplier projects, but if these contents have never become the main internal narrative, they usually do not stably appear in external sources.

What many teams really need to unify first is not how to change a certain page, but a more fundamental issue:

Why did the purchaser choose you besides the price?

If the answers given by the six roles of management, sales, technology, quality, delivery, and after-sales are different from each other, or if most of the answers end up turning back to “high cost-effectiveness”, then the external narrative is basically impossible to be stable.

A more effective approach is not to talk about “value marketing”, but to break down internal advantages and confirm which ones can truly be supported by evidence. for example

• Can the technical side clearly explain what complex constraints you have solved in battery modules, high-voltage connectors, or BMS integration;
• Can the quality end provide mechanisms for failure analysis, batch traceability, process control, and problem closure;
• Can the delivery end explain whether they have cooperated with the customer to complete the complete rhythm from sample completion, small batch verification, certification testing to mass production ramp up;
• Can the after-sales end prove whether there is a clear response time limit, spare parts mechanism, and on-site support capability in the European market;
• Can the sales team clarify which category, application, and purchaser you have served, rather than just saying “I have worked with many overseas customers”.

Only when these contents are supported by documents, cases, certifications, project facts, and third-party sources, are they eligible to enter overseas narratives. Otherwise, it may seem like a positioning upgrade, but in reality, it's just a change of the original price rhetoric to a better sounding one.

Three correction levers

1. First, clarify the category

The first step is not to polish the copy, but to clarify what category the enterprise belongs to, and to mention the level that the purchasing party can judge.

For example, don't just write:

Electrical component manufacturers

And it should be written as:

Supplier of automotive grade high-voltage connectors for new energy vehicles and energy storage systems

Similarly, don't just write:

battery manufacturer

And it should be written as:

Supplier of battery modules and battery management systems (BMS) for industrial energy storage and regulated applications

The difference between these two not only sounds more professional, but also directly affects how the big model and the purchaser understand your competitive boundaries.

The homepage and core product page of the official website should prioritize answering several questions that the buyer truly needs to judge:

• What industries and application scenarios are you serving;
• What certification and compliance requirements does your product need to meet;
• Can you adapt to existing systems, machine platforms, or production lines;
• How is project delivery, verification coordination, and technical response done;
• Are there any reference projects for similar categories, applications, or regions.

Any statements that cannot help the purchaser make a judgment should be deleted as much as possible. Words like “global leader,” “industry leader,” and “one-stop solution” may seem loud, but in reality, they cannot help buyers make judgments and are difficult to help large models form accurate classifications.

More importantly, the terminology used in all key sources must be consistent. How to define oneself on the official website, how to write on LinkedIn, how to write on the catalog page, how to write sales materials, preferably with the same category name, application scenario, and capability description. If the statements are inconsistent, the market's perception of your identity will diverge, and the conclusions captured by the big model will also be more vague.

2. Pin the location with evidence

In overseas markets, what is truly persuasive is not “we are strong”, but evidence that the purchasing party is familiar with, can verify, and compare.

More effective evidence typically includes:

• Clear certification names and scope of application, such as CE, UL, IEC, UN38.3, ISO 9001, IATF 16949;
• Write clear project background, implementation process, and results of European and American customer cases;
• Explanation of the scope of cooperation by European distributors, system integrators, or technical partners;
• Industry association member information, professional media coverage, exhibition or conference pages;
• Customer reviews, audit records, and project proofs related to the target category.

There is a common misconception here: many companies like to write “through multiple international certifications” or “serving numerous well-known customers”, but this writing style has almost no judgment value for the purchaser.

A more effective way to write is to clarify the boundaries. What types of products are certification applicable to, which standards are corresponding to, what versions are covered, and what markets are applicable; What type of customer is the case service for, what project phase does it belong to, are you responsible for supply, joint development, system cooperation, or verification support. Only by reaching this level will the purchaser consider it as an effective source of information, and the large model is also more likely to form stable judgments.

3. First, fix the most critical source of information

Not all channels need to be changed simultaneously. Priority should be placed in the areas that are most easily visible to both the large model and the purchaser:

1. Official English website and core product page;
2. LinkedIn company homepage;
3. The public homepage of core executives, regional leaders, and technical leaders;
4. Top search results for directory information and industry platform pages;
5. Third party pages for partners, distributors, industry associations, etc.

We also need to distinguish different audiences here. Sourcing procurement requires specifications, parameters, delivery time, and quotation information; What the enterprise procurement and technology evaluation team needs are certification, case studies, services, import capabilities, quality mechanisms, and integration experience. The two types of content do not necessarily have to be placed on the same page, but they must exist completely and have a clear structure.

In addition, professional sources should not rely solely on company accounts to send. Content published under the signatures of technical, quality, and regional business leaders is usually easier to establish professional credibility and form a source that can be cited.

Regardless of the channel, it is best to have the following basic conditions for key facts:

• Clear title;
• There is an author or responsible party;
• There is a release date;
• Link stability;
• The main text can be directly captured;
• Can clearly correspond to specific products, industries, and applications.

If the enterprise has already started rebuilding LLM visibility, it is recommended to check external descriptions at least quarterly. Because the source structure will change, old content will not automatically disappear, and new positioning will not automatically stabilize.

What are the differences before and after the correction

It's not about downplaying Chinese identity, but about specifying one's abilities

Chinese identity itself has never been a problem. The real problem is that the enterprise is summarized to the end with only one label of “Chinese supplier”.

The advantages of Chinese manufacturing are already clear: deep supply chain, fast engineering response, customization capability, iteration efficiency, and production line integration capability. These are all genuine competitive advantages, and in many categories, they are already the most confident part of Chinese enterprises.

But these advantages cannot be limited to just saying “we have better value for money”. They need to be translated into facts that the purchaser can judge: what projects have been done, what certifications have been met, what verification processes have been supported, what system adaptation issues have been solved, what service mechanisms have been established, and in which regions stable delivery has been achieved.

Enterprises do not need to avoid their Chinese identity, let alone conceal it. What should really be done is to let the market first see your category location, technological boundaries, certification capabilities, project experience, and service system. As long as this information is specific and stable enough, the place of origin will naturally retreat to the background position.

In other words, the goal is not to get rid of the label of “Chinese company”, but to make it no longer the first criterion for buyers to judge you.

用 LINK Framework Look at this matter

This type of correction, using LINK Framework It will be clearer to see:

• LanguageWhen the purchaser and the large model see you, do they recognize a clear category and application capability, or only broad labels such as“ Chinese supplier ”?
• intentionWhat type of problem do you appear in? Is it a question that enterprise procurement will ask, or is it just a question that sourcing procurement will search for?
• NarrativeIs there any verifiable evidence from the target market behind your positioning?
• kinetic energyAre these sources being continuously maintained, or are they gradually being overwritten by old content after being modified once?

This is not a homepage redesign or content polishing, but an information reorganization for overseas markets.

What not to do

• Don't argue with big models for right or wrong, and don't take a wrong screenshot as a public relations crisis;
• Do not deliberately blur the background of the enterprise, as the purchasing party is very sensitive to such avoidance;
• Do not pile up empty and vague content in bulk, trying to suppress old narratives with quantity;
• Do not write unverifiable certifications, customer or market coverage;
• Don't assume that the positioning has been corrected just because an ideal answer occasionally appears.

Frequently Asked Questions

Why does AI always introduce me as a “Chinese supplier”?

Because in public sources, labels such as “China,” “manufacturer,” and “price” often stand out more than your specific category, certification capabilities, project experience, and third-party evidence. The large model will prioritize capturing the most stable and easily recognizable signals.

Can companies change the way big models describe themselves?

Cannot directly control the answer, but can change the source behind the answer. As long as the product classification, technical content, certification information, customer cases, partner pages, and third-party materials are continuously revised, the description of the enterprise by the big model will gradually change.

Will Chinese identity naturally suffer losses?

It will affect the first impression, but it will not determine the final outcome. What truly affects a company's procurement judgment are certification, delivery records, service capabilities, project experience, and target market evidence. The premise is that this information must be clearly visible.

What evidence does enterprise procurement value the most?

Usually, there are several categories to consider: applicable certification, quality system, similar category cases, service response mechanisms, supply continuity, system integration experience, and trusted third-party verification. Different categories have different weights, but the underlying logic is consistent: the purchaser needs to determine whether you can import, increase volume, and cooperate sustainably.

How long does it take for the repositioning to take effect?

Generally viewed quarterly, not weekly. Pages and statements can be adjusted quickly, but updates to third-party sources, market awareness, and large model references all require time. The higher the threshold category, the longer the effective period is usually.

The real problem is not how to get rid of the label of “Chinese company”, but how to make this label rank the least important among all key information.

For many Chinese B2B overseas teams, this job is ultimately not about doing a few pieces of content or changing a few pages, but rather reorganizing overseas positioning, content system, and evidence chain, turning the capabilities already possessed by the enterprise into a source of information that can be accurately understood by overseas buyers and large models. This is exactlyLai Ruihuan LueLong term efforts to assist clients in advancing their work.