Recent media investigations have revealed that in some live-streaming platforms, as many as 70% of the thousands of real-time comments (known as ‘danmaku’ or ‘barrage messages’) may be fake—generated by bots or paid commenters. This practice of ‘inflating engagement’ misleads viewers about a stream’s actual popularity, potentially skews algorithmic recommendations, and can even be exploited to manipulate public opinion or drive consumer behavior. Such ‘danmaku inflation’ is often facilitated by third-party services that mass-create accounts and simulate user activity to automatically post pre-written or random comments during live streams, creating an illusion of high engagement. Some streamers or merchants purchase these services to attract genuine viewers, fueling a gray-market industry. Experts warn that this not only violates platform policies but may also breach laws like China’s Anti-Unfair Competition Law. Regulators and platforms must enhance detection through behavioral analysis, IP tracking, device fingerprinting, and other technical measures, while also implementing transparent disclosure mechanisms for interaction metrics. Only through such efforts can the authenticity and fairness of the live-streaming ecosystem be preserved, safeguarding both user interests and market integrity.
近期，有媒体调查发现，在部分直播平台上，动辄上千条的弹幕中，高达七成可能是由机器人或水军自动生成的‘假弹幕’。这种‘注水’行为不仅误导观众对内容热度的判断，还可能影响平台算法推荐机制，甚至被用于操控舆论、诱导消费。所谓‘弹幕注水’，通常由第三方服务提供，通过批量注册账号、模拟用户行为，在直播过程中自动发送预设或随机弹幕，制造虚假人气。一些主播或商家为吸引真实用户关注，不惜花钱购买此类服务，形成灰色产业链。专家指出，这种行为不仅违反平台规则，也涉嫌违反《反不正当竞争法》等相关法规。监管部门和平台方亟需加强技术识别与制度约束，例如通过行为分析、IP识别、设备指纹等手段甄别异常流量，并建立更透明的互动数据披露机制。唯有如此，才能维护直播生态的真实性和公平性，保障用户权益与市场秩序。
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