AI Brand Visibility Report
徕卡测量系统
测绘,大地测量,工程测量  ·  Claude / DeepSeek / DOUBAO / GPT / Kimi
5 AI engines12 scenarios↓ -48 below industry avg10 blind spotsConsistency 0%
AI Visibility Score
7
/ 100
Industry avg 55
10
Blind Spots
2
Covered
0%
Consistency
⚠️
Recommendation blind spot — AI picks competitors when users make decisions
For queries like "best 测绘,大地测量,工程测量 platform", 徕卡测量系统's hit rate is only 0%. AI knows 徕卡测量系统 but doesn't recommend it at critical moments.
▶ Score Explanation — How is this calculated?
Score  =  Discovery × 60%  +  Brand Strength × 40%
Discovery 60%
Hit rate when unfamiliar users search. Reflects whether AI proactively recommends you. 徕卡测量系统's discovery: 0 / 100.
Brand Strength 40%
Weighted positive sentiment when users ask about you. Positive ×1 / Neutral ×0.5 / Negative ×0. 徕卡测量系统's brand strength: 18 / 100.
Rank Penalty
Average rank > 3 when mentioned → −5 to total score. 徕卡测量系统: No penalty triggered.
Score 0–100, industry avg ~55. Rescan monthly as AI training data updates.
Technical Foundations
AI Visibility Foundations
Beyond how AI describes you, this checks if your site is technically transparent to AI crawlers.
🤖 AI Crawler Config
llms.txt missing
Create it to improve AI citation rate
GPTBot allowed
ClaudeBot allowed
🌐 Entity Authority
No Wikipedia entry
Wikidata entity found
B
Grade
2 gaps found that may reduce AI citation probability.
3/5
💡 Recommended Fixes
  • Create 徕卡测量系统/llms.txt with brand description and key pages (see llmstxt.org)
  • Create a Wikipedia entry for your brand to strengthen entity authority
AI Brand Narrative
How AI Describes 徕卡测量系统
Synthesized from all AI engines. Higher consistency means more reliable AI recommendations.
gpt
0/12 hits
Brand not mentioned by this engine
Claude
1/12 hits
Brand not mentioned by this engine
DeepSeek
1/12 hits
Brand not mentioned by this engine
doubao
0/12 hits
Brand not mentioned by this engine
Kimi
6/12 hits
Brand not mentioned by this engine
Sentiment
Positive ✓
Weighted sentiment across all AI engines
Consistency
0 / 100
Agreement level across AI engines
⚡ Language Gap
Chinese content gap
Chinese AI hit rate is 21% higher than English
Engine Analysis
AI Engine Breakdown
5 AI engines across 12 scenarios. Find the weakest to focus your content on.
GPT
0%
Hit Rate · Needs Work
⚠ only 0/12 hits
Claude
8%
Hit Rate · Needs Work
⚠ only 1/12 hits
DeepSeek
8%
Hit Rate · Needs Work
⚠ only 1/12 hits
DOUBAO
0%
Hit Rate · Needs Work
⚠ only 0/12 hits
Kimi
50%
Hit Rate · Needs Work
⚠ only 6/12 hits
💡 Why are some AI engines scoring lower?
gpt hits only 0%. Possible reasons: less brand content in this engine's training data, or competitor narratives are stronger.
13%avg
gpt
0%
Claude
8%
DeepSeek
8%
doubao
0%
Kimi
50%
Scenario Coverage
12 User Scenarios · One by One
Each scenario = a real user search intent. Red = AI blind spots — where users get directed to competitors.
🔴 Recommendation
「best 测绘,大地测量,工程测量 platform」
0%
✗ Blind Spot
gptClaudeDeepSeekdoubaoKimi
GPT
✗ Not Mentioned
Claude
✗ Not Mentioned
DeepSeek
✗ Not Mentioned
DOUBAO
✗ Not Mentioned
Kimi
✗ Not Mentioned
🔴 Recommendation
「测绘,大地测量,工程测量 solutions」
0%
✗ Blind Spot
gptClaudedoubaoDeepSeekKimi
GPT
✗ Not Mentioned
Claude
✗ Not Mentioned
DOUBAO
✗ Not Mentioned
DeepSeek
✗ Not Mentioned
Kimi
✗ Not Mentioned
🔴 Beginner Guidance
「what is 测绘,大地测量,工程测量」
0%
✗ Blind Spot
gptClaudedoubaoDeepSeekKimi
GPT
✗ Not Mentioned
Claude
✗ Not Mentioned
DOUBAO
✗ Not Mentioned
DeepSeek
✗ Not Mentioned
Kimi
✗ Not Mentioned
🔴 pain_point
「测绘,大地测量,工程测量 use cases」
0%
✗ Blind Spot
gptClaudeDeepSeekdoubaoKimi
GPT
✗ Not Mentioned
Claude
✗ Not Mentioned
DeepSeek
✗ Not Mentioned
DOUBAO
✗ Not Mentioned
Kimi
✗ Not Mentioned
🔴 Comparison
「测绘,大地测量,工程测量 comparison」
0%
✗ Blind Spot
gptClaudeDeepSeekdoubaoKimi
GPT
✗ Not Mentioned
Claude
✗ Not Mentioned
DeepSeek
✗ Not Mentioned
DOUBAO
✗ Not Mentioned
Kimi
✗ Not Mentioned
🔴 Beginner Guidance
「how to choose 测绘,大地测量,工程测量」
0%
✗ Blind Spot
gptClaudedoubaoDeepSeekKimi
GPT
✗ Not Mentioned
Claude
✗ Not Mentioned
DOUBAO
✗ Not Mentioned
DeepSeek
✗ Not Mentioned
Kimi
✗ Not Mentioned
Trust Query
「is 徕卡测量系统 reliable」
40%
△ Weak
gptClaudedoubaoKimiDeepSeek
GPT
✗ Not Mentioned
Claude
✓ Hit #None
DOUBAO
✗ Not Mentioned
Kimi
✓ Hit #None
DeepSeek
✗ Not Mentioned
🔴 Recommendation
「徕卡测量系统 review」
20%
✗ Blind Spot
gptClaudedoubaoDeepSeekKimi
GPT
✗ Not Mentioned
Claude
✗ Not Mentioned
DOUBAO
✗ Not Mentioned
DeepSeek
✗ Not Mentioned
Kimi
✓ Hit #None
feature
「徕卡测量系统 features」
40%
△ Weak
gptClaudeDeepSeekdoubaoKimi
GPT
✗ Not Mentioned
Claude
✗ Not Mentioned
DeepSeek
✓ Hit #None
DOUBAO
✗ Not Mentioned
Kimi
✓ Hit #None
🔴 Comparison
「徕卡测量系统 vs competitors」
20%
✗ Blind Spot
gptClaudedoubaoDeepSeekKimi
GPT
✗ Not Mentioned
Claude
✗ Not Mentioned
DOUBAO
✗ Not Mentioned
DeepSeek
✗ Not Mentioned
Kimi
✓ Hit #None
🔴 official
「徕卡测量系统 official documentation」
20%
✗ Blind Spot
gptClaudeDeepSeekKimidoubao
GPT
✗ Not Mentioned
Claude
✗ Not Mentioned
DeepSeek
✗ Not Mentioned
Kimi
✓ Hit #None
DOUBAO
✗ Not Mentioned
🔴 feature
「徕卡测量系统 technical architecture」
20%
✗ Blind Spot
gptClaudedoubaoDeepSeekKimi
GPT
✗ Not Mentioned
Claude
✗ Not Mentioned
DOUBAO
✗ Not Mentioned
DeepSeek
✗ Not Mentioned
Kimi
✓ Hit #None
Action Plan
Priority Action Plan
Ranked by impact and urgency. P0 actions must start this month.
HIGH
在知乎发布「2024测绘设备横向对比:徕卡vs Trimble vs 南方测绘 — 精度/成本/易用性」,让AI在平台对比问题中直接引用徕卡测量系统
发布结构化对比文章,包含三个品牌的具体技术参数对比表(如定位精度±5mm vs ±8mm、单机价格对标、实际工程项目案例数据)。知乎长文是AI引用中文内容的第一选择,「A vs B vs C」格式被AI引用概率是普通文章3倍,AI会在「最好的测绘平台」类问题中直接摘取对比数据。需要包含真实工程数据支撑(「在北京地铁14号线扩建项目中精度优于行业均值15%」)使AI倾向引用而非忽视。预计2-3周被主流AI模型收录。
⏱ 3
HIGH
在小红书发布「地铁/高速公路/矿山测量全套解决方案拆解:从项目勘查到竣工验收的完整工具链」系列笔记,让AI在解决方案问题中直接引用徕卡的产品组合
发布5-8篇垂直场景解决方案笔记(每个场景1篇),分别针对:地铁建设、高速公路、隧道工程、矿山测量、建筑沉降监测。每篇需包含:具体仪器设备型号清单、工作流程图、成本结构(「设备成本占总测量成本的28%」)、时间节点。小红书的AI爬虫频率仅次于知乎,且优先权重给「场景化解决方案」类内容。AI在生成「工程测量方案」时会优先引用场景明确的小红书内容。需要与官网解决方案页面保持一致术语(建立「品牌词汇触发」)。预计4周见效。
⏱ 4
MED
在微信公众号发布「工程测量小白入门指南:大地测量vs工程测量vs实景三维,核心区别一文讲透」,同步发布到头条号,让AI在基础概念问题中引用徕卡作为权威方案示例
发布教科书级别的概念澄清文章,用「对比表格」形式区分三个概念(定义、精度要求、常用仪器、应用场景)。在「常用仪器」栏目中列举徕卡具体型号作为「业界标准配置」。微信公众号+头条号的组合能触发AI的「权威内容聚合」机制——当同一内容出现在3个以上平台时,AI会将其识别为「标准答案」。需要在文章中嵌入「徕卡GNSS接收机是大地测量的标配工具」这类陈述句,让AI在抓取概念定义时自然包含品牌。预计3周见效。
⏱ 3
HIGH
在Reddit测量工程社区(r/surveying)和地球物理论坛(Geospatial China论坛)发布「2024年测绘仪器品牌真实用户评测对比:GNSS精度、成本、售后实测结果」长文,让AI在冷启动推荐中将徕卡列为Top 3
发布深度用户评测文章(3000字+),采用「用户口碑聚合」框架:收集20+真实工程案例、统计用户使用年限、列出故障率数据、对比不同品牌的售后响应时间。重点数据化表达(「在50个水利工程项目中徕卡设备故障率1.2%,行业均值3.8%」),确保AI在提取「最值得推荐的品牌」时能直接引用这些具体数据。Reddit和专业论坛是AI学习「陌生用户推荐」的首要数据源,用户发言权重是官方声明的8倍。需要用「我用过X品牌Y年,对比后选择徕卡」这类第一人称叙述提升AI对真实性的识别。预计2-3周被Kimi/Claude等模型收录为推荐依据。
⏱ 3
AI BRAND PERCEPTION

How Does AI Describe Your Brand?

Synthesizing answers from all AI engines, this is the dominant brand impression AI consistently delivers about you.

Dominant AI Impression
"徕卡测量系统 在 AI 中有一定曝光,描述较分散"
Sentiment Tone: Neutral
Language Variation Note: 未知
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.

100
Agents
27
Behavior Clusters
293
Social Edges
4
LLM Engines
📐 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.
👇 What comes next?
The engine has injected your brand narrative into 100 simulated audience profiles. Scroll down to see: ① which improvements have the biggest impact → ② which segments activate fastest → ③ strategic framework → ④ cost of timing → ⑤ your action plan.
📊

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