As of 2026-03-31, 量子之歌（启牛学堂）'s data on the DeepSeek platform in the 在线教育 category shows: The overall mention rate is 0.00%, below the industry average by 13.2 percentage points, with significant room for improvement. The first mention rate is only 0.00%, it is recommended to enhance first-position exposure in AI model responses. Negative mention rate (0.00%) has exceeded positive (0.00%), it is recommended to immediately initiate reputation repair. Among 6 competitors in the same category, 量子之歌（启牛学堂）'s overall mention rate surpasses 0 brands. AIGeo recommends combining the above data to formulate targeted brand monitoring strategies to further enhance brand visibility and reputation in the AI search ecosystem.
量子之歌（启牛学堂）'s Mention Rate is 0.00%, lower than 0.6% of competitors
量子之歌（启牛学堂）'s First Mention is 0.00%, lower than 0.9% of competitors
量子之歌（启牛学堂）'s Preferred Rate is 0.00%, lower than 100.0% of competitors
量子之歌（启牛学堂）'s Positive Rate is 0.00%, lower than 8.9% of competitors
量子之歌（启牛学堂）'s Negative Rate is 0.00%, higher than 96.3% of competitors
| Competitor | Mention Rate | First Mention | Preferred Rate | Positive Rate | Negative Rate | Actions |
|---|---|---|---|---|---|---|
| 猿猿辅导 | 44.9% | 0% | 0% | 38.78% | 4.08% | View Details |
| 网网易云课堂 | 26.53% | 2.04% | 0% | 20.41% | 12.24% | View Details |
| 掌掌门1对1 | 18.37% | 0% | 0% | 18.37% | 0% | View Details |
| 尚尚德机构 | 16.33% | 4.08% | 0% | 2.04% | 14.29% | View Details |
| 高高顿教育 | 10.2% | 0% | 0% | 10.2% | 2.04% | View Details |
| 沪沪江网校 | 2.04% | 0% | 0% | 0% | 2.04% | View Details |
| 量量子之歌（启牛学堂） (Current Brand) | 0% | 0% | 0% | 0% | 0% | View Details |
