New method for Telegram account screening in 2025: AI screening system improves screening quality

existIn 2025, when the Telegram ecosystem continues to expand, account quality has become a key factor in determining the effectiveness of private domain delivery, community activity, and conversion rate. In the past, the screening method that relied on manual identification and empirical judgment was difficult to meet the market demands of "high efficiency, high hit rate, and low cost".

AI screening system is becoming the "core engine" of Telegram marketing and operation. By introducing an intelligent judgment mechanism, batch identification of multiple dimensions such as account activity, registration status, interactive performance, portrait labels, etc., significantly improving the accuracy and efficiency of screening.

 

Why is the traditional screening method no longer applicable?

Traditional filteringThe way of Telegram accounts usually relies on manually importing mobile phone numbers, and determine whether the user is active by trying to add, observe avatar nickname or sending messages. This method has the following obvious problems:

lTime-consuming: Manual testing of each number is extremely human resources

lLow accuracy: Unable to accurately identify whether the account is registered, blocked, whether it is a robot or a silent number

lUnlabeled classification: Lack of subdivided dimensions such as age, gender, region, and active time, affecting the accuracy of private domain operations

lIt is easy to injure the target user: The judgment error causes high-value customers to be misjudged as invalid

along withThe risk control rules of the Telegram platform are becoming stricter. This extensive screening of numbers that "rely on guessing" is already difficult to support the needs of modern social marketing.

 

What is the core value of AI screening system?

The AI ​​screening system is essentially an intelligent detection platform based on "account behavior + label modeling + status recognition". byDigital PlanetFor example, the platformThe AI ​​screening capability covers the following core modules:

1. Registration status recognition

Automatically identify whether the mobile phone number has been registeredTelegram and further determine whether there is an abnormal state, such as being banned, being reported, repeatedly registered, etc.

2. Activity label identification

Combined with login frequency, speech record, channel participation and other behaviors, it is marked as"High active", "Medium active", "Not online for a long time" and other statuses.

3. Interactive competence assessment

Whether to participate in group chat, whether to click on the link, whether to triggerBot commands and other dimensions to evaluate the interactive potential of an account.

4. Age and Gender Avatar Recognition

Use image recognition and semantic models to identify avatar style and nickname text, and generate auxiliary information such as gender labels, age labels, and whether to live avatars.

5. Multi-label combination filtering

SupportCombination conditions such as "registration status + high activity + male + real avatar" can accurately output target accounts in batches and improve targeted delivery.

 

How is the AI ​​screening process implemented?

The specific usage process usually includes the following steps:

1.Import the number library: Upload mobile phone number segment or number list collected externally

2.Run detection tasks:start upAI screening system, register, activity, interaction and other tests on numbers

3.Tag generation: The system labels each account with a complete tag (such as"Registered/High Activeness/Male/Real Avatar")

4.Results export:supportExport results in CSV, TXT, JSON, etc. for system docking or internal analysis

5.Batch operation: You can perform mass messages on the filtered account,Bot trigger, group invitation and other follow-up actions

The entire process is completely systematic and does not require manual intervention, greatly improving efficiency and screening quality.

 

In actual scenariosAdvantages brought by AI screening system

Scene1: Initial screening before private domain drainage

Marketing team passedWhen driving traffic on Telegram, you can first use the AI ​​system to clean the original mobile phone number, remove unregistered, zombies, and banned accounts, and only interactive users are retained to increase conversion rate from the source.

Scene2: Group operation optimization

Community operators use the helpAI tools identify the activity level and interaction ability of members in the group, remove the silence number from the group, and improve the quality and active atmosphere of the group.

Scene3: Cross-border sales lead management

Sales teams for Southeast Asia, the Middle East, Europe and the United States can filter high-potential customers by country, language, registration time and other dimensions to perform targeted access.

Scene4: Adjustment of Telegram robot distribution strategy

Before pushing batch messages from a robot, useAI screens out highly active users, improves the trigger rate, and reduces the risk of being blocked.

 

Is there any misjudgment in AI screening numbers? How accurate is it?

Digital Planet PlatformThe AI ​​screening system adopts a continuously trained deep learning model and is modeled based on the behavioral data of hundreds of millions of accounts around the world. The current actual hit rate is more than 92%, especially in the identification of the following sub-labels:

lActivity recognition hit rateMore than 87%

lThe accuracy of the registration status judgment is high95%

lThe hit rate of portrait avatar recognition is higher than85%

lGender and age identification continue to optimize after training on labeling samples

In addition, the system supportsSecondary verification mechanism, re-test the suspicious account of tagged accounts to further reduce misjudgment.

 

What are the deployment methods of AI screening systems?

The Digital Planet Platform supports the following access methods:

lWeb console: Suitable for small and medium-sized enterprises and marketing teams, with visual interface operations

lAPI interface connection:supportERP, SCRM system, data platform access, suitable for large-scale enterprise usage scenarios

lCustomized model: Can train exclusive models according to different industries and custom labels, and adapt to the subdivided needs of finance, recruitment, games and other industries

Whether it is a single test or continuous test, single account evaluation or batch clue management,Both AI screening systems can be flexibly deployed.

 

Screening quality enhancement operational value behind operational improvement

useThe AI ​​screening system not only improves accuracy and saves manpower, but also in the entire private domain link:

lImprove group-scoring efficiency: Every invitation is more valuable

lImprove reach effect: Every message sent may respond

lImprove conversion rate: The interaction object is a real crowd, non-zombie account

lReduce platform wind control: Avoid black numbers and abnormal numbers to reduce the risk of ban

lEnhance operational visualization: Use data to speak, use tags to guide strategies

This means thatAI screening systems are no longer technically affiliated, but are the core productivity tool for private domain growth.

Digital Planet PlatformProvidedThe AI ​​screening system is a key step for enterprises to enter refined operations and intelligent decision-making. Whether you are doing private domain community, cross-border promotion, or telegram marketing, the AI ​​screening capability of Digital Planet will open up a new growth channel for you.

Connect with the Digital Planet nowAI screening system to build your high-quality Telegram private domain assets.


Digital PlanetIt is a world-leading number screening platform that combinesGlobal mobile phone number segment selection, number generation, deduplication, comparison and other functions. It supports global customersBulk numbers from 236 countriesFiltering and testing services, currently supportedMore than 40 social and apps, such as:

whatsapp/line, twitter, facebook, Instagram, LinkedIn, Viber, zalo, Binance, signal, skype, DISCORD, Amazon, Microsoft, Truemoney, Snapchat, kakao, Wish, GoogleVoice, Botim, MoMo, TikTok, GCash, Fantuan, Airbnb, Cash, VKontakte, Band, Mint, Paytm, VNPay, Moj, DHL, Okx, MasterCard, ICICBank, Bybwait.

The platform has several features, includingOpen filtering, active filtering, interactive filtering, gender filtering, avatar filtering, age filtering, online filtering, accurate filtering, duration filtering, power-on filtering, empty number filtering, mobile device filteringwait.

Platform providesSelf-sieve mode, sieve mode, fine-sieve mode and custom mode, to meet the needs of different users.

Its advantage lies in the integration of major social and applications around the world, providing one-stop, real-time and efficient number screening services to help you achieve global digital development.

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