Pingbi, the leading exam training company, disclosed at an investor briefing that the "AI Question Practice System Class" launched in April once set a record of 14,000 orders in a single day. Users' average learning efficiency increased by 29%, with some cases reaching up to 40%. Liu Shuai, the person in charge of Pingbi's civil service examination business, stated that the system generates personalized question practice paths for examinees based on the behavioral data of 70 million registered users, and dynamically adjusts difficulty, moving away from the "one-size-fits-all" course model.

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Pingbi integrates AI capabilities throughout the entire process of "question bank - live broadcast - interview": the intelligent practice module can diagnose weak knowledge points in real time; AI interview evaluation supports mobile screen recording for instant feedback, saving 90% of teachers' grading time. The company expects to launch AI essay correction and quantitative reasoning speed calculation small classes in 2026, further reducing reliance on main lecturers and expanding market penetration in lower-tier areas.

From a financial perspective, the gross profit margin of AI products is 8 percentage points higher than that of traditional live classes. Pingbi plans to invest the cost savings into curriculum research and computing power to maintain its technological leadership advantage in the civil service examination sector.