AI Visibility Diagnosis Report
illit
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
"illit's AI visibility in 'kpop' is Excellent, with a significant gap in '品牌认知' scenarios"
Report Date: 2026-04-05 · Query Scenarios: 9 · Sources: GPT / Claude / Kimi + Tavily
T0 · BASELINE AWARENESS PROBE
AI First Impression of illit
Before designing any query, we asked 4 AIs: "Do you know what illit 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
四个LLM对ILLIT的整体认知水平为有...
Overall Awareness Level
T0 Summary:四个LLM对ILLIT的整体认知水平为有一定认知。
EN: Illite is a type of clay mineral that is commonly found in sedimentary rocks and soils. It is characterized by its ability to retain water and nutrients, making it important for so...
ZH: Illit是一种粘土矿物，主要由铝硅酸盐组成，通常用于陶瓷、建筑材料和农业等领域。它具有良好的吸水性和离子交换能力，常用于改善土壤质量和作为填料。
EN: I don't have specific information about "illit" in my knowledge base. The term could refer to various things depending on context - it might be a software tool, organization, produ...
ZH: ILLIT是韩国娱乐公司BELIFT LAB于2024年推出的女子音乐组合，由5名成员组成。她们是一个K-pop偶像团体，主要从事音乐表演、歌曲发行和舞台演出等活动。ILLIT以清新可爱的风格和充满活力的表演受到关注。
EN: Illit is a term that is not widely recognized or defined. It could potentially be a misspelling or a typo. If you meant "illite," it is a type of clay mineral commonly found in sha...
ZH: ILLIT is a term that could refer to a few different things, but without specific context, it's difficult to pinpoint exactly what you're asking about. If you're referring to "iLLIT...
EN: "Illit" is not a recognized or standard term in technology or common usage. It may be a misspelling, an acronym specific to a particular organization, or a very niche product. With...
ZH: ILLIT是韩国HYBE旗下BELIFT LAB于2024年推出的女子音乐团体，主要活动为发行音乐作品并进行舞台表演。该团体通过选秀节目《R U Next?》选拔成员，以流行音乐风格为主进行演艺活动。
EXECUTIVE SUMMARY
Executive Summary
3 Key Findings
- In 36 query scenarios, illit appeared in 94% — above industry average
- EN LLMs (GPT/Claude) hit rate 94%, 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)
94%
Query Hit Rate
Mentions / Total Queries
#—
Avg. Rank
Position when mentioned
Scenario Coverage
✓ 类型✓ 场景✓ 品牌认知✓ 品牌深度
CHAPTER 2
LLM Performance Breakdown
88%
LLM Consistency
Strong consensus across LLMs
94%
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 illit, does AI proactively recommend it?
| Query Scenario | Claude Sonnet
EN | GPT-4o
EN |
|---|
类型
What is ILLIT? | ✓ | ✓ |
🎯 Level 2 · Scenario
100% hit (4/4)
When users solve specific problems, does illit appear?
| Query Scenario | Claude Sonnet
EN | GPT-4o
EN |
|---|
场景
What performances does ILLIT do? | ✓ | ✓ |
场景
How does ILLIT compare to other K-pop gr... | ✓ | ✓ |
🏷 Level 3 · Brand Awareness
83% hit (5/6)
Users know illit — does AI?
| Query Scenario | Claude Sonnet
EN | GPT-4o
EN |
|---|
品牌认知
Who are the members of ILLIT? | ✓ | ✓ |
品牌认知
What music has ILLIT released? | ✓ | ✓ |
品牌认知
What company is behind ILLIT? | ✓ | ✗ |
🔬 Level 4 · Brand Depth
100% hit (6/6)
How deep is AI's knowledge of illit's technical details and competitors?
| Query Scenario | Claude Sonnet
EN | GPT-4o
EN |
|---|
品牌深度
What is the style of ILLIT? | ✓ | ✓ |
品牌深度
What activities does ILLIT participate i... | ✓ | ✓ |
品牌深度
How were the members of ILLIT selected? | ✓ | ✓ |
Representative descriptions of illit by each LLM
"ILLIT is a 5-member girl group formed by BELIFT LAB, debuting on March 25, 2024, with their mini-album 'SUPER REAL ME'."
"ILLIT is a relatively new girl group that debuted in 2023 under KQ Entertainment, releasing singles that showcase their style."
CHAPTER 3
User Decision Journey
At which stage of the buying journey does AI lose track of you?
💡 Awareness
87%
类型 · 场景 · 品牌认知 · 品牌深度 · 品牌深度 · 品牌认知 · 品牌认知 · 场景
Sentiment Drift Detection
✓ Sentiment consistent across all stages — no trust gap detected
CHAPTER 4
Content Source Audit
26%
Authority-Weighted Coverage
Presence in high-authority sources
Coverage by Source Authority
| Source Type | Brand Mentions | Coverage |
|---|
| 顶级媒体 |
0/1 |
|
| 社区平台 |
0/3 |
|
| 普通来源 |
5/11 |
|
Backlink Audit (authority of sources that cite you)
| Domain | Authority Level | Recognition |
|---|
| kpopreviewed.com |
普通来源 |
✓ Widely Recognized |
| kpopevaluated.com |
普通来源 |
✓ Widely Recognized |
Top Cited Sources
| www.youtube.com |
2 citations |
| kpopreviewed.com |
2 citations |
| thebiaslist.com |
2 citations |
| www.forbes.com |
1 citations |
| open.spotify.com |
1 citations |
| www.billboard.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 ILLIT?... |
✓ |
Positive |
| 场景 |
What performances does ILLIT do?... |
✓ |
Positive |
| 品牌认知 |
Who are the members of ILLIT?... |
✓ |
Positive |
| 品牌深度 |
What is the style of ILLIT?... |
✓ |
Positive |
| 品牌深度 |
What activities does ILLIT participate in?... |
✓ |
Positive |
| 品牌认知 |
What music has ILLIT released?... |
✓ |
Positive |
| 品牌认知 |
What company is behind ILLIT?... |
✗ |
Not Mentioned |
| 场景 |
How does ILLIT compare to other K-pop groups?... |
✓ |
Positive |
| 品牌深度 |
How were the members of ILLIT selected?... |
✓ |
Neutral |
⚓ 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 illit most widely seen in the AI world.
Dominant Impression
“用户普遍认为 ILLIT 是一支新兴的 K-pop 女团，以独特的概念和强劲的表演而闻名。”
新兴 动态表演 多样风格 强劲表演
Narrative Tone
Opportunity
Sentiment
Positive
Narrative Consistency
85/100
Blind Spots:
品牌的具体成员信息 与其他女团的比较
Language Variation: 英文描述更强调 ILLIT 的独特性和动态表演，而中文描述则更注重其多样的音乐风格。
Sandtown simulation not run (set SKIP_SANDTOWN=0 + SANDTOWN_DIR to enable)