AI Visibility Diagnosis Report
bts
Keyword: kpop
92
AI Visibility Score
(0–100)
100
Discovery Score
Found even when users don't know you?
80
Brand Score
How AI describes you — sentiment-weighted
"bts's AI visibility in 'kpop' is Excellent, with a significant gap in 'None' scenarios"
Report Date: 2026-04-06 · Query Scenarios: 9 · Sources: GPT / Claude / Kimi + Tavily
T0 · BASELINE AWARENESS PROBE
AI First Impression of bts
Before designing any query, we asked 4 AIs: "Do you know what bts is?"
This is the brand's awareness baseline in the AI world — the foundation for all subsequent scenario probes.
4/4
LLMs That Know Brand
T0 Baseline Awareness
High
Overall Awareness Level
T0 Summary:一句话总结：4个LLM对这个品牌的整体认知水平（有一定认知）
EN: BTS is a South Korean boy band formed by Big Hit Entertainment, known for their music that blends various genres, including pop, hip-hop, and R&B. They are recognized for their imp...
ZH: BTS是一个来自韩国的男子音乐组合，成立于2013年。它以其多样的音乐风格、深刻的歌词和强大的舞台表现而闻名，致力于传达积极的信息和社会议题。BTS在全球范围内拥有庞大的粉丝基础，推动了K-pop文化的国际化。
EN: BTS (Base Transceiver Station) is a piece of telecommunications equipment that facilitates wireless communication between mobile devices and a cellular network. It transmits and re...
ZH: BTS是韩国知名男子音乐组合，由Big Hit Entertainment(现HYBE)于2013年推出。该组合以演唱流行音乐、嘻哈音乐为主，在全球范围内拥有庞大粉丝群体，代表作品包括《Dynamite》《Butter》等，并积极传播韩国文化。
EN: BTS, also known as the Bangtan Boys, is a South Korean boy band formed in 2013. They are known for their energetic music, powerful performances, and meaningful lyrics that often ad...
ZH: BTS, also known as the Bangtan Boys, is a South Korean boy band formed in 2013. They are known for their energetic music, powerful performances, and meaningful lyrics that often ad...
EN: BTS is a South Korean boy band formed by Big Hit Entertainment. They produce music primarily in the K-pop genre, often addressing themes like mental health and self-love, and engag...
ZH: BTS是韩国男子音乐团体，以流行音乐和表演闻名。他们通过音乐、舞蹈和社交媒体与全球粉丝互动，并参与公益活动。
EXECUTIVE SUMMARY
Executive Summary
3 Key Findings
- In 36 query scenarios, bts appeared in 100% — above industry average
- EN LLMs (GPT/Claude) hit rate 100%, Non-EN LLMs (Kimi/DeepSeek) hit rate 0% — significant cross-language gap detected
2 Urgent Actions
Ongoing: 持续监测竞品内容策略 (定期复查)
CHAPTER 1
Visibility Overview
92
AI Visibility Score (0–100)
100%
Query Hit Rate
Mentions / Total Queries
#—
Avg. Rank
Position when mentioned
Scenario Coverage
✓ 品牌认知✓ 品牌深度✓ 类型✓ 场景
CHAPTER 2
LLM Performance Breakdown
100%
LLM Consistency
Strong consensus across LLMs
100%
EN LLM Hit Rate
GPT / Claude
0%
Non-EN LLM Hit Rate
Kimi
🔍 Level 1 · Discovery
100% hit (2/2)
When users don't know bts, does AI proactively recommend it?
| Query Scenario | Claude Sonnet
EN | GPT-4o
EN |
|---|
类型
What is BTS? | ✓ | ✓ |
🎯 Level 2 · Scenario
100% hit (2/2)
When users solve specific problems, does bts appear?
| Query Scenario | Claude Sonnet
EN | GPT-4o
EN |
|---|
场景
What are some popular songs by BTS? | ✓ | ✓ |
🏷 Level 3 · Brand Awareness
100% hit (6/6)
Users know bts — does AI?
| Query Scenario | Claude Sonnet
EN | GPT-4o
EN |
|---|
品牌认知
What music genres does BTS perform? | ✓ | ✓ |
品牌认知
When was BTS formed? | ✓ | ✓ |
品牌认知
How many fans does BTS have worldwide? | ✓ | ✓ |
🔬 Level 4 · Brand Depth
100% hit (8/8)
How deep is AI's knowledge of bts's technical details and competitors?
| Query Scenario | Claude Sonnet
EN | GPT-4o
EN |
|---|
品牌深度
What are some of BTS's representative so... | ✓ | ✓ |
品牌深度
What social issues does BTS address in t... | ✓ | ✓ |
品牌深度
What is special about BTS's performances... | ✓ | ✓ |
品牌深度
How has BTS influenced K-pop culture? | ✓ | ✓ |
Representative descriptions of bts by each LLM
"BTS has one of the largest fanbases in music history, with millions of registered ARMY members."
"BTS has tens of millions of fans worldwide, known as ARMY, with a massive social media presence."
CHAPTER 3
User Decision Journey
At which stage of the buying journey does AI lose track of you?
💡 Awareness
100%
类型 · 场景 · 品牌认知 · 品牌深度 · 品牌深度 · 品牌认知 · 品牌认知 · 品牌深度
Sentiment Drift Detection
✓ Sentiment consistent across all stages — no trust gap detected
CHAPTER 4
Content Source Audit
23%
Authority-Weighted Coverage
Presence in high-authority sources
Coverage by Source Authority
| Source Type | Brand Mentions | Coverage |
|---|
| 顶级媒体 |
0/1 |
|
| 行业媒体 |
0/1 |
|
| 社区平台 |
0/4 |
|
| 普通来源 |
5/9 |
|
Backlink Audit (authority of sources that cite you)
| Domain | Authority Level | Recognition |
|---|
| www.theguardian.com |
普通来源 |
✓ Widely Recognized |
| thebiaslist.com |
普通来源 |
✓ Widely Recognized |
| www.npr.org |
普通来源 |
✓ Widely Recognized |
Top Cited Sources
| www.youtube.com |
3 citations |
| www.forbes.com |
1 citations |
| open.spotify.com |
1 citations |
| www.billboard.com |
1 citations |
| www.theguardian.com |
1 citations |
| thebiaslist.com |
1 citations |
ACTION ROADMAP
Action Roadmap
持续监测竞品内容策略
当前曝光表现尚可，建议定期监测竞品的 AI 描述变化，及时调整内容策略。
Platform: 定期复查
⚡ Quick Wins — Start immediately
APPENDIX
Appendix · Raw Query Log
Methodology: 8 standard query types + Autosuggest long-tail expansion, tested on GPT-4o-mini / Claude Sonnet / Kimi, results parsed by GPT-4o-mini
| Scenario | Query | Mentioned | Sentiment |
|---|
| 类型 |
What is BTS?... |
✓ |
Neutral |
| 场景 |
What are some popular songs by BTS?... |
✓ |
Positive |
| 品牌认知 |
What music genres does BTS perform?... |
✓ |
Neutral |
| 品牌深度 |
What are some of BTS's representative songs?... |
✓ |
Positive |
| 品牌深度 |
What social issues does BTS address in their lyrics?... |
✓ |
Positive |
| 品牌认知 |
When was BTS formed?... |
✓ |
Neutral |
| 品牌认知 |
How many fans does BTS have worldwide?... |
✓ |
Positive |
| 品牌深度 |
What is special about BTS's performances?... |
✓ |
Positive |
| 品牌深度 |
How has BTS influenced K-pop culture?... |
✓ |
Positive |
⚓ Anchor AI Visibility System · Recommended monthly re-scan · Generated in —
PROPAGATION ENGINE · METHODOLOGY
Propagation Engine — Methodology
⚙ Sandtown Social Simulation Engine
Modeled on a high-compression, high-density urban environment —
extreme population density, intense social pressure, and rapid information velocity.
Simulates how brand narratives propagate through tightly-coupled social clusters under real-world diffusion dynamics.
📐 Four-Step Process
01
Multi-Model AI Probe
Parallel Q&A across GPT · Claude · Kimi · DeepSeek to capture real brand perception in each AI system
02
Narrative Signal Extraction
Extract dominant narrative, core tags, and sentiment tone from probe results — identifying the "story version" being spread in the AI world
03
Group Signal Mapping
Map narrative signals to 27 social behavior clusters, computing activation intensity based on each group's information diffusion tendency
04
Propagation Wave Forecast
Simulate information diffusion using an urban social network model, outputting T+1 to T+8+ propagation timeline predictions
⚠ Data Notice: Propagation results are estimates based on industry knowledge, behavioral models, and AI probe data — not real-time market data or actual user statistics. Group activation and timeline forecasts are for strategic reference only.
STEP 1 · NARRATIVE SNAPSHOT
AI Dominant Narrative
Aggregates responses from 4 LLMs to extract the "story version" of bts most widely seen in the AI world.
Dominant Impression
“BTS is a globally influential K-pop boy band known for their diverse music styles and positive impact on social issues.”
quality innovation trust community value
Narrative Tone
Opportunity
Sentiment
Positive
Narrative Consistency
90/100
Blind Spots:
Limited focus on non-musical aspects of the brand Less emphasis on individual member contributions
Language Variation: 中英文描述在品牌影响力和社会责任感的强调上存在一致性。
STEP 2 · AUDIENCE × GROUP ACTIVATION
Audience Resonance × Group Activation
Who does the narrative reach? Which social groups will carry the signal forward?
Left: signals received by cross-platform audiences. Right: corresponding group activation intensity.
📡 Top audiences by signal strength
Propagation Readiness: High
ChatGPT英文用户
Positive
K-pop音乐推荐
年轻人 音乐爱好者
Claude英文用户
Positive
K-pop音乐推荐
年轻人 音乐爱好者
ChatGPT中文用户
Positive
K-pop音乐推荐
年轻人 音乐爱好者
※ Showing top 3 audiences by signal strength
🔥 Sandtown Group Activation Top 8
STEP 3 · PROPAGATION TIMELINE
Propagation Timeline Forecast
The signal originates from trigger group 社区KOL and spreads along social network connections.
The following timeline is forecast using the Sandtown social graph.
⚡ Opinion Split Warning:
T+1~2
社区KOL 率先感知（数字覆盖 100%，沿社会网络向外扩散）
社区KOL
事务职中产
小自营业主
老年群体
›
T+3~5
信号经高信任连接扩散至第二圈层
基层服务劳工
专业知识层
›
›
T+8+
末端触达 / 数字覆盖低的群体最后接收
文化艺术界
青年创业者
商业精英
⚡ Natural Amplifiers
社区KOL
LAYER 3 · SANDTOWN
Sandtown Propagation Simulation