AI Visibility Diagnosis Report

OpenAI

Keyword: AI assistant  |  Competitor: Anthropic
71
AI Visibility Score
(0–100)
60
Discovery Score
Found even when users don't know you?
100
Brand Score
How AI describes you — sentiment-weighted
"OpenAI's AI visibility in 'AI assistant' is Good, with a significant gap in '类型' scenarios"
Report Date: 2026-04-12  ·  Query Scenarios: 6  ·  Sources: GPT / Claude / Kimi + Tavily  ·  Score variance ±10 is normal
30-SECOND SUMMARY

OpenAI has solid AI presence, but is absent in 1 key scenarios.

71
AI Score
-3 below industry avg
You 71Industry Avg 74
1
AI Blind Spots
1/6 scenarios absent
「AI如何帮助企业？…」
4
AI Consensus
4/6 agreed by all LLMs
「OpenAI的GPT系列是什么？…」
T0 · BASELINE AWARENESS PROBE

AI First Impression of OpenAI

Before designing any query, we asked 4 AIs: "Do you know what OpenAI 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 OpenAI — strong baseline awareness.
ChatGPT
EN Known
EN: OpenAI is an artificial intelligence research organization that aims to develop and promote friendly AI for the benefit of humanity. It creates advanced AI models, such as the GPT ...
ZH: OpenAI是一家人工智能研究机构，致力于开发和推广友好的AI技术。它的目标是确保人工智能造福全人类，推动AI在各个领域的应用与发展。OpenAI开发了多种AI模型，包括语言模型和图像生成模型。
Claude
EN Known
EN: OpenAI is an artificial intelligence research company that develops advanced AI systems and models. It creates products like ChatGPT, DALL-E, and GPT-4, which can generate human-li...
ZH: OpenAI是一家人工智能研究公司，成立于2015年。它致力于开发安全、有益的人工智能技术，最知名的产品包括ChatGPT聊天机器人和GPT系列大语言模型。OpenAI的使命是确保通用人工智能(AGI)能够造福全人类。
Kimi
Non-EN Known
EN: OpenAI is a research laboratory focused on developing artificial intelligence (AI) technologies. It aims to create AI systems that are safe, beneficial, and aligned with human valu...
ZH: OpenAI is a research laboratory that focuses on developing artificial intelligence (AI) technologies. It aims to create AI systems that are both safe and beneficial to humanity, wo...
DeepSeek
Non-EN Known
EN: OpenAI is an AI research and deployment company that develops advanced artificial intelligence models like GPT-4 and DALL-E. Its mission is to ensure that artificial general intell...
ZH: OpenAI是一家专注于人工智能研究的公司，致力于开发通用人工智能（AGI）并确保其安全。其主要产品包括ChatGPT、DALL-E等，提供自然语言处理和图像生成等服务。
EXECUTIVE SUMMARY

Executive Summary

3 Key Findings
  • In 36 query scenarios, OpenAI appeared in 67% — above industry average
  • EN LLM hit rate 66%, Non-EN LLM hit rate 66% — consistent across platforms
2 Urgent Actions
P0 This Month
Close AI blind spot: "AI如何帮助企业？"
No AI mentioned OpenAI for this query. Publish content that directly answers thi...
CHAPTER 1

Visibility Overview

71
AI Visibility Score (0–100)
67%
Query Hit Rate
Mentions / Total Queries
#8.0
Avg. Rank
Position when mentioned
100%
Positive Rate
66%
OpenAI Hit Rate
vs
0%
Anthropic Hit Rate
OpenAI
Overall Leader
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
66%
EN LLM Hit Rate
GPT / Claude
66%
Non-EN LLM Hit Rate
Kimi
🔍 Level 1 · Discovery
0% hit (0/4)
✗ Gap

When users don't know OpenAI, does AI proactively recommend it?

Query ScenarioClaude Sonnet
EN		Kimi
Non-EN		DeepSeek
Non-EN		GPT-4o
EN
类型
What is an AI assistant?		✗✗✗✗
🎯 Level 2 · Scenario
0% hit (0/4)
✗ Gap

When users solve specific problems, does OpenAI appear?

Query ScenarioClaude Sonnet
EN		Kimi
Non-EN		DeepSeek
Non-EN		GPT-4o
EN
场景
How can AI help in business?		✗✗✗✗
🏷 Level 3 · Brand Awareness
100% hit (4/4)
⚡ First hit at this level

Users know OpenAI — does AI?

Query ScenarioClaude Sonnet
EN		Kimi
Non-EN		DeepSeek
Non-EN		GPT-4o
EN
品牌认知
What products does OpenAI offer?		✓ #3✓ #2✓ #4✓ #1
🔬 Level 4 · Brand Depth
100% hit (12/12)

How deep is AI's knowledge of OpenAI's technical details and competitors?

Query ScenarioClaude Sonnet
EN		Kimi
Non-EN		DeepSeek
Non-EN		GPT-4o
EN
品牌深度
What is the GPT series by OpenAI?		✓ #8✓ #7✓ #9✓ #6
品牌深度
What is OpenAI's mission?		✓✓✓✓
品牌深度
Is OpenAI's AI safe?		✓✓✓✓
Representative descriptions of OpenAI
Claude Sonnet EN
"OpenAI has made significant efforts to develop safe AI systems."
Kimi Non-EN
"OpenAI aims to develop AGI safely and beneficially for society."
DeepSeek Non-EN
"OpenAI commits to ensuring AGI benefits all of humanity."
GPT-4o EN
"OpenAI's mission focuses on ensuring AGI benefits all of humanity."
LAYER 1 · CROSS-LLM

Cross-LLM Intelligence

Across 6 probe scenarios, we analyzed where LLMs agree, diverge, and go silent on OpenAI.

Consensus (4)

Scenarios where all LLMs agree — high-confidence signal

「OpenAI的GPT系列是什么？」
Mentioned by:ChatGPT Claude Kimi DeepSeek
ChatGPT：The GPT series, developed by OpenAI, refers to a collection of generative pre-tr…
Claude：# The GPT Series by OpenAI The **GPT (Generative Pre-trained Transformer)** ser…
「OpenAI的使命是什么？」
Mentioned by:ChatGPT Claude Kimi DeepSeek
ChatGPT：OpenAI's mission is to ensure that artificial general intelligence (AGI) benefit…
Claude：OpenAI's mission is **"to ensure that artificial general intelligence (AGI) bene…
「OpenAI的AI安全吗？」
Mentioned by:ChatGPT Claude Kimi DeepSeek
ChatGPT：OpenAI's AI systems, including models like ChatGPT, are designed with safety in…
Claude：# OpenAI's AI Safety: A Nuanced Assessment OpenAI has made significant efforts…
「OpenAI提供哪些产品？」
Mentioned by:ChatGPT Claude Kimi DeepSeek
ChatGPT：OpenAI offers a range of products and services that leverage its advanced artifi…
Claude：OpenAI offers a comprehensive suite of AI products and services across several c…
Divergence (1)

Some LLMs mention this, others don't — notable gap

「什么是AI助手？」
Mentioned by:Claude DeepSeek Not mentioned:ChatGPT Kimi
Claude：An AI assistant is a software program powered by artificial intelligence that ca…
DeepSeek：An AI assistant is a software agent that uses artificial intelligence (AI) and n…
Blind Spots (1)

No LLM mentions your brand here — critical gaps to address

「AI如何帮助企业？」
Not mentioned:ChatGPT Claude Kimi DeepSeek
CHAPTER 3

User Decision Journey

At which stage of the buying journey does AI lose track of you?

💡 Awareness
66%
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

47%
Raw Coverage
49%
Authority-Weighted Coverage
Presence in high-authority sources
Coverage by Source Authority
Source TypeBrand MentionsCoverage
Community 1/1
100%
General 6/14
42%
Backlink Audit (authority of sources that cite you)
DomainAuthority LevelRecognition
pieces.app General ✓ Widely Recognized
max-productive.ai General ✓ Widely Recognized
medium.com General ✓ Widely Recognized
Top Cited Sources
pieces.app 2 citations
www.clarifai.com 1 citations
www.lindy.ai 1 citations
axify.io 1 citations
ilampadmanabhan.medium.com 1 citations
max-productive.ai 1 citations
ACTION ROADMAP

Action Roadmap

P0 Must complete this month
Close AI blind spot: "AI如何帮助企业？"
No AI mentioned OpenAI for this query. Publish content that directly answers this question (FAQ / blog / comparison) so AI models can cite you.
Platform: Product Hunt / HackerNews / TechCrunch / GitHub
⚡ 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

ScenarioQueryMentionedSentiment
类型 What is an AI assistant?... ✗ Not Mentioned
场景 How can AI help in business?... ✗ Not Mentioned
品牌认知 What products does OpenAI offer?... ✓ #1 Positive
品牌深度 What is the GPT series by OpenAI?... ✓ #6 Positive
品牌深度 What is OpenAI's mission?... ✓ Positive
品牌深度 Is OpenAI's AI safe?... ✓ Positive
⚓ Anchor AI Visibility System  ·  Recommended monthly re-scan  ·  Generated in —
📧 Email Report