AI Visibility Diagnosis Report
Solana
Keyword: blockchain | Competitor: Ethereum
83
AI Visibility Score
(0–100)
73
Discovery Score
Found even when users don't know you?
100
Brand Score
How AI describes you — sentiment-weighted
"Solana's AI visibility in 'blockchain' is Excellent, with a significant gap in '场景' scenarios"
Report Date: 2026-04-12 · Query Scenarios: 6 · Sources: GPT / Claude / Kimi + Tavily · Score variance ±10 is normal
30-SECOND SUMMARY
Solana has solid AI presence, but is absent in 0 key scenarios.
83
AI Score
+9 above industry avg
0
AI Blind Spots
0/6 scenarios absent
6
AI Consensus
6/6 agreed by all LLMs
「Solana的历史证明共识机制是什么？…」
T0 · BASELINE AWARENESS PROBE
AI First Impression of Solana
Before designing any query, we asked 4 AIs: "Do you know what Solana 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: 4 out of 4 tested AI models recognize Solana — strong baseline awareness.
EN: Solana is a high-performance blockchain platform designed for decentralized applications and crypto projects. It aims to provide fast transaction speeds and low costs by utilizing ...
ZH: Solana是一个高性能的区块链平台，旨在支持去中心化应用和加密货币交易。它通过独特的共识机制和高吞吐量，提供快速且低成本的交易处理。Solana的目标是解决区块链扩展性问题，促进更广泛的应用开发。
EN: Solana is a high-performance blockchain platform designed for decentralized applications and cryptocurrency transactions. It uses a unique "Proof of History" consensus mechanism co...
ZH: Solana是一个高性能的区块链平台，专为去中心化应用(dApps)和加密货币设计。它采用独特的"历史证明"(Proof of History)共识机制，能够实现极快的交易速度（每秒可处理数万笔交易）和低廉的交易费用，主要用于支持DeFi、NFT和Web3应用的开发与运行。
EN: Solana is a high-performance blockchain platform designed for decentralized applications, cryptocurrencies, and other digital assets. It aims to provide fast, secure, and scalable ...
ZH: Solana is a high-performance blockchain platform designed for decentralized applications, cryptocurrencies, and other digital assets. It aims to provide fast, secure, and scalable ...
EN: Solana is a high-performance blockchain platform designed for decentralized applications and crypto transactions. It focuses on scalability by using a unique proof-of-history conse...
ZH: Solana是一个高性能的区块链平台，专注于提供快速、低成本的去中心化应用和加密货币交易。它通过独特的共识机制（历史证明）实现高吞吐量，主要用于支持DeFi、NFT和Web3项目。
EXECUTIVE SUMMARY
Executive Summary
3 Key Findings
- In 36 query scenarios, Solana appeared in 78% — above industry average
- EN LLM hit rate 75%, Non-EN LLM hit rate 66% — consistent across platforms
2 Urgent Actions
Ongoing: Monitor competitor content strategy (Recurring review)
CHAPTER 1
Visibility Overview
83
AI Visibility Score (0–100)
78%
Query Hit Rate
Mentions / Total Queries
#—
Avg. Rank
Position when mentioned
Scenario Coverage
✓ 类型✓ 品牌认知✓ 品牌深度✓ 场景
CHAPTER 2
LLM Performance Breakdown
83%
LLM Consistency
Strong consensus across LLMs
75%
EN LLM Hit Rate
GPT / Claude
66%
Non-EN LLM Hit Rate
Kimi
🔍 Level 1 · Discovery
25% hit (1/4)
When users don't know Solana, does AI proactively recommend it?
| Query Scenario | Claude Sonnet
EN | Kimi
Non-EN | DeepSeek
Non-EN | GPT-4o
EN |
|---|
类型
What is a high-performance blockchain pl... | ✗ | ✗ | ✗ | ✓ |
🎯 Level 2 · Scenario
0% hit (0/4)
When users solve specific problems, does Solana appear?
| Query Scenario | Claude Sonnet
EN | Kimi
Non-EN | DeepSeek
Non-EN | GPT-4o
EN |
|---|
场景
How can I build decentralized applicatio... | ✗ | ✗ | ✗ | ✗ |
🏷 Level 3 · Brand Awareness
100% hit (4/4)
Users know Solana — does AI?
| Query Scenario | Claude Sonnet
EN | Kimi
Non-EN | DeepSeek
Non-EN | GPT-4o
EN |
|---|
品牌认知
What is Solana? | ✓ | ✓ | ✓ | ✓ |
🔬 Level 4 · Brand Depth
100% hit (12/12)
How deep is AI's knowledge of Solana's technical details and competitors?
| Query Scenario | Claude Sonnet
EN | Kimi
Non-EN | DeepSeek
Non-EN | GPT-4o
EN |
|---|
品牌深度
What is the Proof of History consensus m... | ✓ | ✓ | ✓ | ✓ |
品牌深度
How fast are transactions on Solana? | ✓ | ✓ | ✓ | ✓ |
品牌深度
How does Solana compare to Ethereum? | ✓ | ✓ | ✓ | ✓ |
Representative descriptions of Solana
"Solana is one of the fastest blockchains with impressive transaction speeds."
"Solana's architecture enables a high throughput of transactions."
"The comparison between Solana and Ethereum is fundamental in the crypto space."
"Solana and Ethereum are two prominent blockchain platforms with distinct strengths."
LAYER 1 · CROSS-LLM
Cross-LLM Intelligence
Across 6 probe scenarios, we analyzed where LLMs agree, diverge, and go silent on Solana.
Scenarios where all LLMs agree — high-confidence signal
「Solana的历史证明共识机制是什么？」
Mentioned by:ChatGPT Claude Kimi DeepSeek
ChatGPT：Proof of History (PoH) is a unique consensus mechanism used by the Solana blockc…
Claude：# Proof of History (PoH) in Solana
Proof of History is **not actually a consens…
「Solana上的交易速度有多快？」
Mentioned by:ChatGPT Claude Kimi DeepSeek
ChatGPT：Solana is known for its high throughput and fast transaction speeds. The network…
Claude：# Solana Transaction Speed
Solana is one of the **fastest blockchains** current…
「Solana与Ethereum有什么区别？」
Mentioned by:ChatGPT Claude Kimi DeepSeek
ChatGPT：Solana and Ethereum are two prominent blockchain platforms, each with its own st…
Claude：# Solana vs Ethereum: A Comprehensive Comparison
Solana and Ethereum are two le…
「Solana是什么？」
Mentioned by:ChatGPT Claude Kimi DeepSeek
ChatGPT：Solana is a high-performance blockchain platform designed for decentralized appl…
Claude：# What is Solana?
Solana is a high-performance blockchain platform designed to…
「我如何在区块链上构建去中心化应用？」
Mentioned by:ChatGPT Claude Kimi DeepSeek
ChatGPT：Building decentralized applications (dApps) on a blockchain involves several ste…
Claude：# Building Decentralized Applications (dApps) on Blockchain
Building decentrali…
Some LLMs mention this, others don't — notable gap
No divergence scenarios found
No LLM mentions your brand here — critical gaps to address
No blind spots detected — great!
CHAPTER 3
User Decision Journey
At which stage of the buying journey does AI lose track of you?
💡 Awareness
83%
类型 · 场景 · 品牌认知 · 品牌深度 · 品牌深度 · 品牌深度
Sentiment Drift Detection
✓ Sentiment consistent across all stages — no trust gap detected
CHAPTER 4
Content Source Audit
55%
Authority-Weighted Coverage
Presence in high-authority sources
Coverage by Source Authority
| Source Type | Brand Mentions | Coverage |
|---|
| Industry Media |
1/1 |
|
| Community |
1/2 |
|
| General |
6/12 |
|
Backlink Audit (authority of sources that cite you)
| Domain | Authority Level | Recognition |
|---|
| coinsbench.com |
General |
✓ Widely Recognized |
| www.youtube.com |
Community |
✓ Widely Recognized |
| blockchainreporter.net |
General |
✓ Widely Recognized |
Top Cited Sources
| coinsbench.com |
1 citations |
| nownodes.io |
1 citations |
| www.youtube.com |
1 citations |
| blog.techessentia.com |
1 citations |
| www.gartner.com |
1 citations |
| blockchainreporter.net |
1 citations |
ACTION ROADMAP
Action Roadmap
Monitor competitor content strategy
Current AI visibility is solid. Set up regular monitoring of competitor AI descriptions to adjust your content strategy proactively.
Platform: Recurring review
⚡ Quick Wins — Start immediately
- ✅ No quick wins needed — existing gaps require deeper content investment
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 a high-performance blockchain platform?... |
✓ |
Neutral |
| 场景 |
How can I build decentralized applications on a blockchain?... |
✗ |
Not Mentioned |
| 品牌认知 |
What is Solana?... |
✓ |
Positive |
| 品牌深度 |
What is the Proof of History consensus mechanism in Solana?... |
✓ |
Positive |
| 品牌深度 |
How fast are transactions on Solana?... |
✓ |
Positive |
| 品牌深度 |
How does Solana compare to Ethereum?... |
✓ |
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 Solana most widely seen in the AI world.
Dominant Impression
“用户普遍认为 Solana 是一个高性能的区块链平台，具备高吞吐量和低交易费用。”
高性能 低交易费用 去中心化应用
Narrative Tone
Opportunity
Sentiment
Positive
Narrative Consistency
85/100
Blind Spots:
未提及具体的社区支持 缺乏对风险的讨论
Language Variation: 中文描述更强调低交易费用和高吞吐量，而英文则更注重技术性能和可扩展性。
LAYER 3 · AI AUDIENCE REACH
AI 受众触达预测
当 AI 开始引用 Solana 的内容，小自营业主 是最先通过 AI 搜索发现你的群体。
优先在他们活跃的平台布局内容，才能最大化 AI 曝光转化效果。
📊 受众激活漏斗 · 8 个群体断点诊断
| 群体 |
状态 |
激活率 |
主要平台 |
断点 |
优化建议 |
|
🥇
小自营业主
9人
|
● 机会
|
50%
|
内容平台 |
行动断点
|
补充相关内容 |
|
🥈
基层服务劳工
7人
|
○ 观望
|
29%
|
抖音 / 微信 |
价格断点
|
性价比内容 + 促销信息有助于打破价格认知门槛 |
|
🥉
事务职中产
12人
|
○ 观望
|
28%
|
微信 / YouTube |
行动断点
|
发布场景化内容（如'跑步备赛'），匹配具体使用场景触发 AI 推荐 |
|
#4
非正规就业者
12人
|
○ 观望
|
26%
|
内容平台 |
行动断点
|
补充相关内容 |
|
#5
年轻人
12人
|
○ 观望
|
25%
|
小红书 / TikTok |
曝光断点
|
在小红书/TikTok 发布真实使用测评，AI 会引用 UGC 内容 |
|
#6
专业知识层
6人
|
○ 观望
|
22%
|
知乎 / LinkedIn |
行动断点
|
在知乎发布专业长文，AI 在「深度对比」类问题中优先引用知乎内容 |
|
#7
技术工人
5人
|
○ 观望
|
20%
|
内容平台 |
行动断点
|
补充相关内容 |
|
#8
文化艺术界
3人
|
○ 观望
|
16%
|
Instagram / 小红书 |
曝光断点
|
视觉化内容种草，提升 AI 图文引用覆盖 |
🗺 内容布局路线图 · AI曝光→扩散→防守
| 阶段 |
核心动作 |
目标指标 |
数字依据 |
| 🚀 获客 |
在 内容平台 发布真实场景内容，覆盖 小自营业主 等高激活群体 |
AI 命中率提升 ≥15% |
模拟显示 小自营业主 激活率最高，是 AI 引用的优先触点 |
| 🤝 信任 |
在高权威来源（Reddit / 知乎 / 行业媒体）建立内容矩阵 |
AI 引用来源权威度 ≥70% |
AI 引用时对权威来源有加权，普通来源权重不足 |
| 🔄 扩散 |
激励高激活群体生成 UGC，形成 AI 可引用的内容网络 |
第三方内容覆盖率 ≥40% |
UGC 扩散可带动低激活群体被动接触品牌 |
| 🛡 防守 |
在竞品内容发力前锁定关键场景关键词的 AI 引用位 |
核心场景命中率 ≥90% |
一旦竞品占据 AI 引用，替换成本极高 |