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Insights on AI tokens, model APIs, cost optimization, and the rapidly evolving AI ecosystem.

blog.cat.fundamentals

What is AI Token? Novices can understand why AI keeps mentioning Token at once

If you have recently started using ChatGPT, Claude, Gemini, or are preparing to get in touch with AI APIs, you will soon see one word all the time: AI Token.

May 22, 2026
blog.cat.calculation

How is AI Token calculated? Newbies understand the most basic calculation methods

If you start to contact ChatGPT, Claude, Gemini, or prepare to use AI API, you will soon encounter a question: How to calculate AI Token?

May 22, 2026
blog.cat.pricing

What is the price of AI Token? Newbies should first understand where the fees come from

When many people come into contact with AI services for the first time, the first thing they can’t understand is not the model name, but the price page.

May 22, 2026
blog.cat.fundamentals

Is AI Token the same as API Key? Many novices get confused at the first step

One of the most common questions for people who are new to AI tools, AI APIs or model platforms is whether AI Token is the same as API Key.

May 22, 2026
blog.cat.calculation

How many words is an AI Token equal to? There are actually many differences between Chinese and English

After many people start using ChatGPT, Claude, Gemini or other AI APIs, one of the most common questions they ask is: How many words does an AI Token equal?

May 22, 2026
blog.cat.calculation

How to check the usage of AI Token? Novices can understand the numbers in the background without confusion

When you start using ChatGPT, Claude, Gemini or other AI APIs, you will soon see a bunch of numbers in the background: input tokens, output tokens, total tokens, usage, limit.

May 22, 2026
blog.cat.tutorials

Why is AI Token deducted so quickly? The 8 most common reasons

Have you also felt this way: You were just testing the AI, but when you look at the backend token usage, the numbers surge very quickly.

May 22, 2026
blog.cat.models

What's the difference between ChatGPT, Claude and Gemini? Newbies should first understand the 3 major directions

If you have recently started to come into contact with AI tools, there is a high probability that you have seen these three names: ChatGPT, Claude, and Gemini.

May 22, 2026
blog.cat.platform

How to choose an AI Token platform? Newbies should first distinguish between original factory, aggregation, and agency

When you start to study AI APIs, model costs, or AI tool procurement, you will soon encounter a very practical question: How to choose an AI Token platform?

May 22, 2026
blog.cat.tutorials

How does AI Token save costs? 6 things that novices should change first

If you have recently started to use AI tools, AI APIs or multi-model platforms, one of the most common problems you encounter is usually not that the model is not strong enough, but that the cost starts to increase. Many people only care about whether the model is easy to use, whether the response i

May 22, 2026
blog.cat.models

Which AI model is cheaper? Newbies should clarify the purpose before comparing

Many people will ask a question when they first come into contact with AI: Which AI model is cheaper?

May 22, 2026
blog.cat.calculation

What is the difference between Input Token and Output Token? Newbies should first understand how to calculate AI costs

When many people first come into contact with AI model APIs, the two most common words they see are Input Token and Output Token. These two terms look like technical terms, but the concept is actually not difficult, and as long as you start using AI APIs, contact model billing, and want to understan

May 22, 2026
blog.cat.pricing

What are the billing methods for AI Token? Not every platform is the same

Many people who have just started to come into contact with AI API think that the billing method is very simple: how many tokens you send in, how many tokens the model returns, and finally multiplied accordingly.

May 22, 2026
blog.cat.models

What is OpenRouter? What's the difference between buying the original API directly?

When many people start using AI API, the first stuck question is not which model to choose, but how to choose the connection method. You may already know that original manufacturers such as OpenAI, Anthropic, and Google can directly provide APIs, but at the same time, you will see some people recomm

May 22, 2026
blog.cat.fundamentals

What is the difference between AI Token and points? Not every platform uses the same algorithm

What you buy on platform A is "points", on platform B it becomes "Credits", and on platform C you see the familiar "Token" again. It may seem like they are all buying the same thing, but in fact, they are not the same concept.

May 22, 2026
blog.cat.pricing

How to calculate AI Token cost? It can be seen most clearly from the separation of input and output

Many people often think that cost calculation is very simple when they first encounter AI API: isn't it just multiplying the number of tokens by the price?

May 22, 2026
blog.cat.tutorials

How to buy AI Token? The simplest way for individual users to understand

Many people who come into contact with AI API for the first time will directly ask a very intuitive question: Where to buy AI Token? Is it like buying points? Buy a pack of tokens first and then use them slowly?

May 22, 2026
blog.cat.fundamentals

Why does AI use Token calculations? The reason behind it is actually very simple

Every time you use ChatGPT, Claude or Gemini and see the bill, usage page or API document, you will almost encounter the same word: Token. When many novices see this word for the first time, the same question pops up in their minds: Why does AI not directly use the number of words, characters, or le

May 22, 2026
blog.cat.tutorials

How to choose a model for AI Token? Start with the purpose and choose the one that is least likely to make a mistake

When many people first come into contact with AI APIs, the most frequently asked question is usually:

May 22, 2026
blog.cat.models

How do you compare AI model prices? Don’t just look at per million Tokens

When many people first compare the prices of AI models, they only look at one number at first glance: a few dollars per million Tokens. It’s not wrong to look at it this way, but it’s easy to miss the point. Because the current pricing of mainstream platforms has long been more than just “unit price

May 22, 2026
blog.cat.pricing

How to estimate the cost of AI Token? The most practical method for individual users

When many people first come into contact with AI API, the most common thing they encounter is not that they don’t know how to use the model, but another more realistic question: How much will it cost per month?

May 22, 2026
blog.cat.fundamentals

What is AI API Token? How is it different from the general chat version of AI?

When many people first come into contact with AI, the first thing they use is usually not the API, but the web version or app version of the chat tool. For example, you can directly open ChatGPT, Claude or Gemini, enter a sentence, and wait for it to reply to your answer. This is the "general chat A

May 22, 2026
blog.cat.platform

What does AI Token stored value mean? What is the difference between prepaid and postpaid

When many people first come into contact with AI API, they see the billing, credits, balance, and usage on the background for the first time, and the same question pops up in their minds: What is the stored value of AI Token?

May 22, 2026
blog.cat.pricing

What is the difference between the AI ​​Token monthly fee system and the usage system? Which one is more suitable for you

When many people first come into contact with AI tools, the first question they will encounter is not whether the model is strong or not, but: Should I pay a monthly fee or go directly to AI API usage billing?

May 22, 2026
blog.cat.tutorials

How to use AI Token? The first step of teaching for newbies from scratch

If you have recently started to study the AI ​​model API, you should soon encounter a seemingly simple question, but in fact many people are not clear about it at the beginning: How to use AI Token?

May 22, 2026
blog.cat.models

How to view GPT Token billing? It is enough for novices to understand the key points first

If you have recently started to study the OpenAI API, you should soon see these words: GPT Token, Input, Output, Cached Input, Token per million, Usage, Billing, Rate Limit.

May 22, 2026
blog.cat.models

What about Claude Token billing? Which usage scenarios are suitable

If you have recently started to study Anthropic's Claude API, you should soon encounter these words: input token, output token, prompt caching, rate limits, spend limits, batch processing.

May 22, 2026
blog.cat.models

How to view Gemini Token billing? Focused collection of Google model costs

Many people come into contact with Gemini API for the first time. What is most likely to get stuck is not whether the model can be used, but what the price is. They are all Google's AI models, but at the same time, we see terms such as free tier, paid tier, input token, output token, context caching

May 22, 2026
blog.cat.calculation

How to calculate AI Token conversion? Don’t rush to just look at the number of words

When many people come into contact with an AI API for the first time, the most natural reaction is to ask: "So how many words does a Token equal?"

May 22, 2026
blog.cat.tutorials

How does AI Token reduce fees? It’s not just a matter of changing to a cheaper model

After many people start to touch AI API, the first cost intuition is usually very simple: Should it be better to change the model to a cheaper one?

May 22, 2026
blog.cat.fundamentals

What is the difference between AI Token and quota? Understand three common terms on the platform

When you look at AI Token-related platforms, you will often see three terms that are similar but not actually at the same level at the same time: Token, quota/quota, and Credits/balance. Many novices will mix them into one thing. As a result, they will become more and more confusing when they see th

May 22, 2026
blog.cat.pricing

What is the price of AI API? Token fees and function fees should be separated

When many people look at the AI ​​API price list for the first time, it is easiest to just focus on one number: how much per million Tokens. But now the pricing of mainstream

May 22, 2026
blog.cat.pricing

How to find a cheap solution for AI Token? Don’t make a decision just by looking at the unit price

When many people are looking for cheap AI Token solutions, they only look at “a few dollars per million Tokens” at first glance. This is the fastest way to read, but it is also the easiest to make mistakes. Because the prices of current mainstream platforms are not only divided into input and output

May 22, 2026
blog.cat.pricing

How to compare AI Token prices? 5 Cost Points Most Easily Overlooked by Novices

When many people compare AI Token costs for the first time, the most common mistake they make is to only look at one number: a few dollars per million Tokens. But now the price structure of mainstream platforms can no longer be understood by just relying on this column.

May 22, 2026
blog.cat.platform

What is the AI ​​API platform? What's the difference between using a chat tool directly?

If you are studying AI API platforms recently, it is easy to get stuck on a question: I already know how to chat using ChatGPT, Gemini or Claude, so why should I look at another API platform?

May 22, 2026
blog.cat.tutorials

How to check the usage of AI Token? Which backend number is the most important

Many people open the AI ​​API backend for the first time. The most common reaction is not "it's so clear", but: why do a bunch of numbers seem so important? Should we look at input, output, cached, or spend, quota, or TPM?

May 22, 2026
blog.cat.platform

What is a multi-model platform? Why do so many people start using more than one AI?

If you are studying multi-model platforms recently, it is easy to encounter a question first: Didn't everyone ask "Which AI is the strongest" in the past? Why are more and more people now not only using one platform, but even starting to look for platforms that can connect multiple models at the sam

May 22, 2026
blog.cat.fundamentals

What does AI Token mean? It’s actually different from what you think of points

When many people see the word AI Token for the first time, their first reaction is to think of it as “points in the platform”: it seems to store some, deduct some, and then replenish it after use.

May 22, 2026
blog.cat.calculation

Approximately how many AI Tokens will be used to write a 1,000-word article?

If you are looking up "approximately how many AI Tokens will be used in a 1,000-word article", usually what you really want to know is not an abstract definition, but a very practical thing: when I want to write an article, ask AI to produce an article, or estimate the API cost of an article, how ma

May 22, 2026
blog.cat.calculation

Will the system prompt words be included in the AI ​​Token calculation?

Many people will have the same question after starting to use AI API: Will the system prompts and system instructions I wrote myself also be counted as tokens?

May 22, 2026
blog.cat.calculation

Why does AI Token deduct faster and faster during long conversations? The key is context accumulation

If you have been using AI for long conversations or multiple rounds of conversations recently, you may have encountered this situation:

May 22, 2026
blog.cat.tutorials

What should I do if the AI ​​Token is not enough? Let’s check from these places first

When many people encounter for the first time that the AI ​​API cannot run, messages cannot be sent, or quota or rate limit errors suddenly appear, the first reaction in their minds is usually:

May 22, 2026
blog.cat.models

How to find AI models with high CP values? Look at price, speed, and output together

When many people first look for a model, the most common mistake they make is to only look at the price. When you see it’s cheap, you first think the CP value is high; when you see it’s expensive, you first think it’s not a good deal. But after using it for a period of time, most people will find th

May 22, 2026
blog.cat.models

How to choose cheap AI API recommendations? Newbies, don’t just look at the lowest unit price

I want to connect to the API for the first time, which cheap route is best to start with?

May 22, 2026
blog.cat.pricing

Which AI Token is cheaper? Before comparing, first understand what kind of usage you are using

Which AI Token is cheaper? There is no answer that is always the cheapest for everyone. What really needs to be compared is not just to see who has the lowest unit price among OpenAI, Claude or Gemini, but to first see which one your usage is, and then compare which one has the lowest total cost in

May 22, 2026
blog.cat.calculation

How many AI Tokens will be consumed in one chat? Let me give you an estimate of the actual situation

How many AI Tokens will be consumed in one chat? The shortest possible number is only a few dozen, and the common number is tens to hundreds. But as long as you bring the previous text, long reply or background information, it can easily reach thousands.

May 22, 2026
blog.cat.pricing

Is the cost of AI Token related to the way the prompt word is written?

For the same task, even if the model has not been changed and the price list has not changed, as long as the prompt word is written differently, the final token spent and the total cost may be significantly different. The reason is simple: the prompt word itself is part of the input, and it will als

May 22, 2026
blog.cat.fundamentals

Will AI Token affect the quality of answers? Many people think that only the price difference will happen, but it is not the effect of "the more tokens, the automatically better the answer will be". To be more precise, token is not a button that directly controls quality, but it will significantly affect whether the model can finally bring out the quality through the context length, output upper limit, thinking space and model selection.

Many people think that tokens are only used to calculate money. In fact, it will also affect whether the model can read the data, give complete answers, and conduct deeper analysis. It may even affect whether you will mistakenly think "this model is stupid" in the end.

May 22, 2026
blog.cat.pricing

Which AI Token is cheaper? Before comparing, figure out what kind of usage you are using

AI Token may seem cheap, but the total cost may not necessarily be low in the end. The most common reason is not that there is a problem with the price list, but that what you see is the unit price, and what you really pay is the total cost of the entire workflow. The official pricing and documents

May 22, 2026
blog.cat.models

Comparison of 2026 AI models for lazy people: price, speed, and use at once

The model selection in 2026 is more chaotic than in the previous two years, and it is even harder to answer with just "which one is the strongest". Because now everyone is not only comparing model capabilities, but also comparing price structure, delayed positioning, context length, reasoning capabi

May 22, 2026
blog.cat.platform

To import AI, should I buy tools, APIs or platforms first? The order that small and medium-sized teams are least likely to make mistakes

When many people are studying AI import, the first thing that gets stuck is not the model itself, but the order: whether to buy tools first, buy API quota first, or directly go to the platform for management. This problem is very common because official products such as Google, OpenAI, and Anthropic

May 22, 2026
blog.cat.tutorials

AI Token Tutorial for Lazy People: From Getting Started, Calculation to Cost Saving, Understand It All at Once

When many people come into contact with AI Token for the first time, the most common situation is not that they "do not understand AI at all", but that they have already started using it, but they still don't understand: what is Token, how to calculate it, why the numbers for the same piece of conte

May 22, 2026
blog.cat.tutorials

What are the frequently asked questions about AI Token? The 20 most common questions that novices get stuck on when using APIs for the first time

The reason why AI Token frequently asked questions are always searched is usually not because everyone has never heard of Token, but because most people will quickly get stuck on the same batch of nouns after starting to come into contact with AI APIs: Input, Output, Cache, System Prompt, Context Wi

May 22, 2026
blog.cat.calculation

How to estimate AI Token usage? Newbies should first learn to grasp the approximate range.

How to estimate the usage of AI Token is one of the first problems that many people get stuck on when they first come into contact with AI API. It’s not because they haven’t heard of Token at all, but because most people know that Token is related to API costs, but they still don’t know how to get t

May 22, 2026
blog.cat.fundamentals

What should a newbie to AI Token look at first? The reading order of getting started, calculation, and price

The most common thing for newbies to AI Token to get stuck is not that they have never heard of the word, but that they already know that it is related to APIs, model costs, and price lists, but they are still not sure: should they understand the definition first, or learn calculations first? Should

May 22, 2026
blog.cat.platform

After OpenClaw becomes popular, why do companies need AI Token management more?

OpenClaw has recently become one of the more discussed topics in the AI ​​market. It is not a simple chat tool, but an AI assistant that can handle emails, calendars and other task-based processes, and can receive commands through the existing chat interface. The attention this type of products have

May 22, 2026
blog.cat.platform

What is the ChatGPT API? How is it different from ChatGPT and what usage scenarios are it suitable for?

Many people come into contact with the ChatGPT API for the first time. The most common question is not how to connect in series, but the previous step: What is the difference between the ChatGPT API and the ChatGPT that is usually opened and used directly?

May 22, 2026
blog.cat.platform

What is Claude API? What is the difference between the Claude chat version and who is suitable for using it?

Many people come into contact with the Claude API for the first time. The real problem in their minds is usually not how to connect, but the previous step: Are the Claude API and the Claude that is usually opened directly for chatting the same thing?

May 22, 2026
blog.cat.platform

What is Gemini API? What is the difference between the general usage of Gemini and what applications it is suitable for?

Many people come into contact with Gemini API for the first time. The real problem is usually not how to connect, but the previous step: Are Gemini API and Gemini that are usually opened directly for use the same thing?

May 22, 2026
blog.cat.calculation

How many tokens will be consumed for the same content in ChatGPT, Claude, and Gemini? Comparison of the differences between the three major platforms

When many people start to compare the costs of ChatGPT, Claude, and Gemini, the first intuitive question is usually: Will the Tokens consumed by the three platforms be the same for the same piece of content?

May 22, 2026
blog.cat.calculation

How many tokens are used for a Chinese character? Comparison of the differences between ChatGPT, Claude, and Gemini

When many people start to calculate the cost of AI Tokens, the most common question that arises is not how many tokens are there in the entire article, but a more intuitive sentence: How many tokens will be used for a Chinese character?

May 22, 2026
blog.cat.calculation

How many tokens are used for an English word? Comparison of the differences between ChatGPT, Claude, and Gemini

When many people calculate the cost of AI Token, the first intuitive question is often: How many tokens will an English word consume?

May 22, 2026
blog.cat.platform

How to apply for ChatGPT API Key? Sorting out the first-time activation process for newbies

Many people are searching for how to apply for a ChatGPT API Key for the first time. What they really want to ask is not the technical details, but a few practical things: where to apply, whether you can get the API Key directly if you have a ChatGPT account, whether to bind a payment method, and ho

May 22, 2026
blog.cat.platform

How to use ChatGPT API? Basic tutorial for newbies to learn the OpenAI API for the first time

How to use the ChatGPT API is the first question many people search for when they want to integrate AI into websites, apps, customer service processes or automation tools for the first time. Just want to make one thing clear first: in spoken language, everyone will say ChatGPT API, but the official

May 22, 2026
blog.cat.pricing

How are ChatGPT API fees calculated? What’s the difference between the monthly fee and ChatGPT Plus?

The monthly fee for ChatGPT Plus is to purchase the right to use ChatGPT products, while the ChatGPT API is billed on a pay-per-use basis based on AI Token usage and tool usage. The two are charged separately and cannot replace each other. OpenAI officials have made it clear that the ChatGPT platfor

May 22, 2026
blog.cat.tutorials

How to check Claude API usage? Let’s look at Usage, Billing and these 4 fields first

For Claude API usage, you should first look at the Usage page to determine how much you have used, and then look at the Billing page to confirm how many credits are left. The most important fields for a single request are input tokens, output tokens, cache creation input tokens, and cache read input

May 22, 2026
blog.cat.platform

What can the Claude API do? Document processing, customer service, content flow 3 major uses

What Claude API can do is the first question that many people search for when they first study Anthropic API. Because what most people really want to know is not how to apply for an API key, but the previous matter: Is it necessary to use the Claude API to do the work I am doing?

May 22, 2026
blog.cat.platform

How to judge if Claude's chat version is not enough? In these 5 situations, you should look at Claude API instead

Many people start with the chat version when they first come into contact with Claude. This is normal, because the chat version is the most intuitive and quickest to use, and it is also the easiest to feel Claude’s abilities in writing, organizing, and Q&A. Anthropic officially divides the Claude pl

May 22, 2026
blog.cat.platform

Getting Started with Claude API: What you should know before using it for the first time

When you encounter Claude API for the first time, the most important thing is not to learn in-depth engineering skills first, but to understand that Claude chat version and Claude API are fundamentally two different products. Console is the development entrance, and Messages API is the core starting

May 22, 2026
blog.cat.platform

What should I confirm before using Claude API? Costs, models, and permissions are sorted out

Before using the Claude API, the most common mistake was not not knowing how to write the program, but starting to connect it too quickly. After opening an account, creating an API key, and opening a file, I started testing directly. However, after using it for a few days, I discovered that the wron

May 22, 2026
blog.cat.platform

What is the difference between Gemini API and Gemini general version? The most common confusion among newbies

The regular version of Gemini is an AI product for direct use, while the Gemini API is a development interface used to access websites, apps, systems, and workflows. The biggest difference between the two is not the name of the model, but the completely different purposes, billing methods, and usage

May 22, 2026
blog.cat.calculation

How many AI Tokens does a 50-page legal contract cost? Full analysis of Token consumption for AI review of legal contracts

The Token consumption for AI review of legal contracts is usually higher than general chat Q&A, short article generation or single summaries. The reason is not only the number of pages in the document, but also the high density of clauses, numerous cross-references, common attachments, and the numbe

May 22, 2026
blog.cat.pricing

100 篇 SEO 文章需要多少 AI Token 预算? The content marketing team first grasps this

If your team is doing content marketing automation, the most common question encountered is usually not which model is the strongest, but the more direct sentence: To produce 100 SEO articles every month, how much AI Token budget should be prepared?

May 22, 2026
blog.cat.compliance

If a Taiwanese company wants to use AI API legally and safely, what is the most practical import sequence?

Enterprises connecting internal data to AI APIs are no longer a problem only faced by technical teams. Customer service knowledge base, internal SOPs, contract terms, product specifications, sales materials, meeting minutes, customer service conversations, and bidding documents may all become the fi

May 22, 2026
blog.cat.compliance

Will Taiwanese companies be legally responsible for using AI APIs? Compilation of the risks most often ignored by enterprises

When Taiwanese companies use AI APIs, the answer is not "there is no responsibility at all", nor is "using it must be illegal", but once AI is integrated into the enterprise process, legal liability usually does not disappear, but only changes from manual work to the redistribution of data, processe

May 22, 2026
blog.cat.compliance

Can customer data be fed into the AI ​​API? A look at the personal information and contract issues that companies are most concerned about

Customer data cannot be sent to the AI ​​API at all, but original personal data, re-identifiable data, and content restricted by contracts cannot be sent directly without de-identification, terms confirmation, and internal governance.

May 22, 2026
blog.cat.compliance

Can confidential company documents be thrown into an AI API? Complete analysis from business secrets to internal control risks

Company confidential documents are not completely off limits to AI APIs, but as long as the document content is still sufficient to restore your technical practices, business strategies, trading conditions, undisclosed numbers or core processes, it is not suitable to directly send them to external A

May 22, 2026
blog.cat.compliance

What is the relationship between personal information law and AI API? Things Taiwanese companies must understand before importing

The relationship between personal information law and AI API is very direct: as long as a company sends personally identifiable information to an external AI API, it is essentially not just using a tool, but handing over the data to a third party for processing, so it will definitely fall into the j

May 22, 2026
blog.cat.compliance

What should companies ask before purchasing AI APIs? Checklist that legal, information, and procurement should all read

The first thing an enterprise should ask before purchasing an AI API is not which model is the strongest, but whether the supplier's data usage, retention, authority management, AI Token costs, and contract responsibilities can satisfy the legal, information, and procurement parties at the same time

May 22, 2026
blog.cat.compliance

Can legal contracts be uploaded to the AI ​​API? The 7 most common issues that legal professionals worry about

Legal contracts can be uploaded to AI API, but it is not suitable to just throw the entire original text in without grading, and it is indeed risky.

May 22, 2026
blog.cat.compliance

What does data preservation in AI API mean? The most commonly misunderstood data retention issue by enterprises

What really matters when it comes to AI API data retention is not "whether it will be used for training", but whether your input, output, logs, cache or other related data will be retained, how long it will be retained, who will access it, and whether it can be deleted.

May 22, 2026
blog.cat.compliance

Will corporate data be used to train AI? 7 things you must understand before importing AI APIs

The answer first: Not all AI APIs will use corporate data to train models. APIs such as OpenAI API and Anthropic's business terms do not use customer content for training by default. However, "not used for training" does not mean "the data will not be saved, cached, recorded, or flowed through other

May 22, 2026
blog.cat.compliance

Can HR data be processed using AI API? Risk Boundaries for Resume, Salary, and Appraisal Data

Human resources data is not completely ineligible to use AI API, but complete resumes, salary details, appraisal records, and labor dispute documents are not suitable for being directly sent to external AI APIs without de-identification, permission control, and clear usage restrictions.

May 22, 2026
blog.cat.compliance

Can financial data be thrown into an AI API? How to judge risk from statements, budgets, and accounting information

Financial data is not completely incapable of using AI API, but as long as the content can directly reveal the company's operating status, transaction objects, budget direction, or undisclosed numbers, it is not suitable to directly throw it into the external model; what the financial department rea

May 22, 2026
blog.cat.compliance

Can medical data use AI API? What should medical units confirm before importing

Medical units are not completely unable to use AI APIs, but the real point to confirm first is not whether the model is easy to use, but which import path you plan to take: a general external API, a compliant cloud platform, or a more closed private environment.

May 22, 2026
blog.cat.compliance

After OpenClaw becomes popular, why do companies need AI Token management more?

OpenClaw has recently become one of the more discussed topics in the AI ​​market. It is not a simple chat tool, but an AI assistant that can handle emails, calendars and other task-based processes, and can receive commands through the existing chat interface. The attention this type of products have

May 22, 2026
blog.cat.compliance

What AI API risks can cloud proxy contracts solve? What legal issues cannot be solved

Cloud agency contracts can help companies handle procurement, accounting, technical support, service windows, some data processing commitments, and some service responsibilities, but it cannot transfer the legality of personal data, whether data can be sent out, business secret protection, AI output

May 22, 2026
blog.cat.compliance

What should companies pay attention to before importing AI APIs? Understand the import sequence from pilot to official launch at once

The most important thing for enterprises to import AI API is not which model to choose first, but to figure out the import sequence first: first inventory the scenarios, then classify the data risks, then decide on the supply model, then establish internal rules and technical controls, and finally e

May 22, 2026
blog.cat.compliance

What should companies pay attention to when buying AI APIs through agents? Understand invoices, contracts, data flow and responsibility attribution at once

When companies buy AI APIs through agents, the most important thing is not to ask about the price first, but first to ask about the chain of responsibility: who do you sign a contract with, who issues the invoice, who does the data go through first, who should be contacted when the service is interr

May 22, 2026
blog.cat.tutorials

What should I do if Claude Code consumes too many Tokens? 3 tips to save you more than 50% of the cost

Claude Code’s AI Token will burn quickly, usually not because you ask too many questions, but because the context is too long, the model selection is too expensive, and the task is obviously small but the effort is too high.

May 22, 2026
blog.cat.platform

How to choose an API transfer station? Understand price, security, and model sources at once

When choosing an API transfer station, the most important thing is not to first see which one is the cheapest, but to first confirm whether the model source is clear, whether the price is clearly calculated, whether the data will be left by a third party, and whether the API can stably connect to yo

May 22, 2026
blog.cat.fundamentals

When small and medium-sized enterprises introduce AI, why in most cases should they not buy a platform first?

If your company is still looking for scenarios, only a few people use AI, and there is no need for multi-person budget management and system integration, then in most cases you should not buy an AI platform first.

May 22, 2026
blog.cat.fundamentals

What is AI infrastructure? Why are technology giants spending money to build AI data centers

AI infrastructure refers to the underlying resources needed to support the operation of artificial intelligence, including AI data centers, GPUs, cloud computing, servers, network equipment, storage systems, power, cooling, model training environments, inference services, and computing platforms tha

May 22, 2026
blog.cat.fundamentals

What is Tokenization? Why asset tokenization is changing the financial market

Tokenization is the conversion of real-world assets or financial assets into digital tokens that can be recorded, traded and managed on a blockchain or distributed ledger. These assets can be stocks, bonds, funds, commercial paper, real estate, gold, money market funds, or more different forms of fi

May 22, 2026
blog.cat.fundamentals

What is the relationship between Agentic AI and Crypto? Why blockchain may become a payment infrastructure for AI agents

Agentic AI refers to an AI agent system that can autonomously plan, execute tasks, call tools, and make next steps; Crypto provides blockchain, digital identity, encrypted payment, smart contracts, and verifiable transaction records. After the two are combined, the most important imagination is not

May 22, 2026