As the pace of social operations accelerates,2025,How to identify efficientlyActivity and authenticity of Telegram users, becoming an important starting point for private domain operations, community maintenance, and accurate delivery. Compared with traditional methods,The AI-assisted identification mechanism is moving Telegram operations from "experience-based" to "data-driven".

This article will focus on the three key indicators of frequency of use, registration status, and interaction performance, and conduct an in-depth discussion.How AI helps the team make more accurate judgments, and combined with the AI ​​detection capabilities provided by the Digital Planet platform, demonstrates its specific application in actual combat.

Why operateTelegram must identify user usage frequency?

Does a seemingly active account really have ongoing behavior? Many teams face the following problems when conducting private domain operations, advertising conversions, or user invitations:

lAlthough I have added friends, there is no response for a long time.

lAfter sending promotional messages in bulk, the click-through rate was extremely low

lThe channel interaction rate is seriously disproportionate to the number of subscriptions

lI spent a lot of effort to bring people into the group, but there was silence inside the group.

The root cause of these problems is often the failure to identify users in advance.Usage frequency and registration status. a registrationThere is a huge difference in value between an account that has been logged in for 7 consecutive days for 3 years and an account that was just registered yesterday and has no social traces.

How does AI identify Telegram usage frequency?

The core of AI identification usage frequency lies in the model's analysis of user behavior trajectories. Taking the Digital Planet platform as an example, the platform achieves usage frequency scoring through the following dimensions:

lLogin time distribution: whether they are daily active users, whether they are concentrated in a certain period of time

lMessage interaction volume: whether you send and receive messages every day, and whether you participate in group chats

lGroup behavior: whether to join multiple groups and whether to participate in discussions frequently

llink click/Forwarding behavior: Is there real interactive behavior rather than zombie silence?

passAfter the AI ​​model automatically identifies the account, the system will label the account as "high-frequency active", "medium-frequency login", "not online for a long time", etc., allowing the operator to know at a glance who is the target user and who is just a silent registration number.

Registration status identification: Determine account numberThe key to “foundation”

In addition to behavioral activity, account registration status is equally important. a lot of"Registerable and unused" numbers can mislead operational judgment, especially when purchasing number packages, accessing third-party platforms, or building group systems.

The Digital Planet platform supports the following registration status identification:

lAvailable account has been registered: Platform confirmation completedTelegram registration process, with basic functions

lBan account: Suffering from official account bans, restrictions, excessive reports, etc.

lNo account registered: Not yet boundTelegram, for potential leads only

lSuspected false registration number: Account types that are blocked upon registration, have abnormal behavior, and apply for a large number of applications in a short period of time

passAPI or background batch import detection can quickly understand the actual registration status of the imported mobile phone number library to avoid subsequent waste of resources.

Interaction performance identification: core indicator for measuring private domain value

In operationWhen Telegram is in the private domain, it ultimately relies on “interaction” to bring value. Whether it is social interaction, telegram bot triggering, or link conversion, it is necessary to determine whether the account has interactive potential.

The Digital Planet platform can identify and score the following interactive features:

lMessage response rate: Have you ever responded after receiving the message?

lChannel speaking frequency: Whether to leave regular comments or likes in the channel

lvote/questionnaire participation: Have you participated in interactive functions?

lgroup performance: Whether it is an active member, whether it has triggered warnings multiple times or been removed

lBot response: Whether it can be triggeredBot command, whether there is closed permission

The system will automatically generate based on cross labels"Interaction potential points" make it easy to screen out "real people" who are really willing to interact.

How does the AI ​​model continue to optimize judgment results?

digital planet platformThe AI ​​model is not a static match, but is based on massive Telegram global account behavior data and is continuously trained and optimized. It has the following advantages:

lMultidimensional cross-labeling: Not just looking at the login behavior once, but the behavior+Status+Activity Track+Interactive Comprehensive Rating

lStrong scalability: The model supports access to user-defined fields (such as source channel, recent inviter, etc.) to form a personalized label model

lDynamic updates: After the account status changes, it can be rechecked regularly, supporting recent7-day, 30-day, and 90-day activity curve tracking

This means,AI is not a one-time judgment tool, but a “second brain” that accompanies the operation team in making judgments and decisions for a long time.

Which Telegram scenarios are suitable for AI-assisted recognition?

AI detection capability is not a theoretical concept, but runs through many aspects of Telegram’s operations:

lInitial screening before account pool construction: Establish a high-quality seed user pool

lCleaning before mass sending or automatically pulling groups: Improve conversion rate and interaction rate

lSilent user screening in the community management process: Clean up invalid accounts and enhance the health of the community

lEvaluation of participants in private fission activities: Avoid losing rewards to non-real users

lCross-border customer identification and priority access: dockingSCRM system, assisting sales to prioritize following up high potential customers

Provided by Digital Planet PlatformThe AI ​​account detection tool is a key assistant to help companies build a high-quality user system in the Telegram ecosystem. Whether you are a marketing team, community operator, or product promoter, AI recognition capabilities will help you save more than 80% of identification costs while significantly improving the quality of account usage.

Immediately access the Digital Planet account detection system and useAI defines a new level of your Telegram private domain operation.