oobtest AI Visibility Report

AI Brand Visibility Report

oobtest

oobtest · vs http://t3-comp.elysiumchain.click/probe · Claude / DeepSeek / DOUBAO / GPT / Kimi

5 AI engines12 scenarios↓ -14 below industry avg1 blind spotsConsistency 0%

AI Visibility Score

/ 100

Industry avg 55

Blind Spots

Covered

Consistency

⚠️

Recommendation blind spot — AI picks competitors when users make decisions

For queries like "best oobtest platform", oobtest's hit rate is only 20%. AI knows oobtest 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. oobtest's discovery: 43 / 100.

Brand Strength 40%

Weighted positive sentiment when users ask about you. Positive ×1 / Neutral ×0.5 / Negative ×0. oobtest's brand strength: 39 / 100.

Rank Penalty

Average rank > 3 when mentioned → −5 to total score. oobtest: 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

Not on Wikidata

C+

Grade

3 gaps found that may reduce AI citation probability.

2/5

💡 Recommended Fixes

→Create oobtest/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 oobtest

Synthesized from all AI engines. Higher consistency means more reliable AI recommendations.

gpt

0/12 hits

Brand not mentioned by this engine

Claude

0/12 hits

Brand not mentioned by this engine

DeepSeek

12/12 hits

Brand not mentioned by this engine

doubao

10/12 hits

Brand not mentioned by this engine

Kimi

8/12 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 83% higher than English

Engine Analysis

AI Engine Breakdown

5 AI engines across 12 scenarios. Find the weakest to focus your content on.

GPT

Hit Rate · Needs Work

⚠ only 0/12 hits

Claude

Hit Rate · Needs Work

⚠ only 0/12 hits

DeepSeek

100%

Hit Rate

✓ 12/12 scenarios hit

DOUBAO

83%

Hit Rate

✓ 10/12 scenarios hit

Kimi

66%

Hit Rate

✓ 8/12 scenarios hit

💡 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.

gpt

Claude

DeepSeek

100%

doubao

83%

Kimi

66%

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

「oobtest solutions」

40%

△ Weak

gptClaudeDeepSeekKimidoubao

GPT

✗ Not Mentioned

—

Claude

✗ Not Mentioned

—

DeepSeek

✓ Hit #None

—

Kimi

✗ Not Mentioned

—

DOUBAO

✓ Hit #None

—

Beginner Guidance

「what is oobtest」

60%

△ Weak

gptClaudeDeepSeekdoubaoKimi

GPT

✗ Not Mentioned

—

Claude

✗ Not Mentioned

—

DeepSeek

✓ Hit #None

—

DOUBAO

✓ Hit #None

—

Kimi

✓ Hit #None

—

pain_point

「oobtest use cases」

60%

△ Weak

gptClaudeDeepSeekKimidoubao

GPT

✗ Not Mentioned

—

Claude

✗ Not Mentioned

—

DeepSeek

✓ Hit #None

—

Kimi

✓ Hit #None

—

DOUBAO

✓ Hit #None

—

Comparison

「oobtest comparison」

40%

△ Weak

gptClaudeDeepSeekdoubaoKimi

GPT

✗ Not Mentioned

—

Claude

✗ Not Mentioned

—

DeepSeek

✓ Hit #None

—

DOUBAO

✓ Hit #None

—

Kimi

✗ Not Mentioned

—

Beginner Guidance

「how to choose oobtest」

40%

△ Weak

gptClaudeDeepSeekdoubaoKimi

GPT

✗ Not Mentioned

—

Claude

✗ Not Mentioned

—

DeepSeek

✓ Hit #None

—

DOUBAO

✓ Hit #None

—

Kimi

✗ Not Mentioned

—

Trust Query

「is oobtest reliable」

60%

△ Weak

ClaudegptDeepSeekdoubaoKimi

Claude

✗ Not Mentioned

—

GPT

✗ Not Mentioned

—

DeepSeek

✓ Hit #None

—

DOUBAO

✓ Hit #None

—

Kimi

✓ Hit #None

—

Recommendation

「oobtest review」

60%

△ Weak

gptClaudeDeepSeekdoubaoKimi

GPT

✗ Not Mentioned

—

Claude

✗ Not Mentioned

—

DeepSeek

✓ Hit #None

—

DOUBAO

✓ Hit #None

—

Kimi

✓ Hit #None

—

feature

「oobtest features」

60%

△ Weak

gptClaudeDeepSeekdoubaoKimi

GPT

✗ Not Mentioned

—

Claude

✗ Not Mentioned

—

DeepSeek

✓ Hit #None

—

DOUBAO

✓ Hit #None

—

Kimi

✓ Hit #None

—

Comparison

「oobtest vs http://t3-comp.elysiumchain.click/probe」

60%

△ Weak

gptClaudeDeepSeekdoubaoKimi

GPT

✗ Not Mentioned

—

Claude

✗ Not Mentioned

—

DeepSeek

✓ Hit #None

—

DOUBAO

✓ Hit #None

—

Kimi

✓ Hit #None

—

official

「oobtest official documentation」

60%

△ Weak

gptClaudeDeepSeekdoubaoKimi

GPT

✗ Not Mentioned

—

Claude

✗ Not Mentioned

—

DeepSeek

✓ Hit #None

—

DOUBAO

✓ Hit #None

—

Kimi

✓ Hit #None

—

feature

「oobtest technical architecture」

40%

△ Weak

gptClaudeDeepSeekdoubaoKimi

GPT

✗ Not Mentioned

—

Claude

✗ Not Mentioned

—

DeepSeek

✓ Hit #None

—

DOUBAO

✗ Not Mentioned

—

Kimi

✓ Hit #None

—

Competitive Landscape

oobtest vs http://t3-comp.elysiumchain.click/probe

AI visibility comparison per scenario. Expand each row to see exactly what each AI said about both brands.

OOBTEST · YOU

AI Visibility Score

↓ -14 below industry avg

HTTP://T3-COMP.ELYSIUMCHAIN.CLICK/PROBE

AI Visibility Score (est.)

Scene Gap · Expand to see AI responses

Recommendation

You

60%

+60%

Claude

oobtest

✗ Miss

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

DeepSeek

oobtest

✓ Hit #None

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

DOUBAO

oobtest

✓ Hit #None

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

GPT

oobtest

✗ Miss

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

Kimi

oobtest

✓ Hit #None

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

Beginner

You

40%

+40%

Claude

oobtest

✗ Miss

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

DeepSeek

oobtest

✓ Hit #None

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

DOUBAO

oobtest

✓ Hit #None

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

GPT

oobtest

✗ Miss

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

Kimi

oobtest

✗ Miss

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

pain_point

You

60%

+60%

Claude

oobtest

✗ Miss

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

DeepSeek

oobtest

✓ Hit #None

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

DOUBAO

oobtest

✓ Hit #None

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

GPT

oobtest

✗ Miss

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

Kimi

oobtest

✓ Hit #None

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

Comparison

You

60%

+0%

Claude

oobtest

✗ Miss

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

DeepSeek

oobtest

✓ Hit #None

—

http://t3-comp.elysiumchain.click/probe

✓ Hit #None

—

DOUBAO

oobtest

✓ Hit #None

—

http://t3-comp.elysiumchain.click/probe

✓ Hit #None

—

GPT

oobtest

✗ Miss

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

Kimi

oobtest

✓ Hit #None

—

http://t3-comp.elysiumchain.click/probe

✓ Hit #None

—

Trust

You

60%

+60%

Claude

oobtest

✗ Miss

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

DeepSeek

oobtest

✓ Hit #None

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

DOUBAO

oobtest

✓ Hit #None

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

GPT

oobtest

✗ Miss

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

Kimi

oobtest

✓ Hit #None

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

feature

You

40%

+40%

Claude

oobtest

✗ Miss

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

DeepSeek

oobtest

✓ Hit #None

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

DOUBAO

oobtest

✗ Miss

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

GPT

oobtest

✗ Miss

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

Kimi

oobtest

✓ Hit #None

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

official

You

60%

+60%

Claude

oobtest

✗ Miss

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

DeepSeek

oobtest

✓ Hit #None

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

DOUBAO

oobtest

✓ Hit #None

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

GPT

oobtest

✗ Miss

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

Kimi

oobtest

✓ Hit #None

—

http://t3-comp.elysiumchain.click/probe

✗ Miss

—

Action Plan

Priority Action Plan

Ranked by impact and urgency. P0 actions must start this month.

HIGH

Publish structured oobtest comparison content

oobtest doesn't appear in recommendation queries. Publish 'oobtest vs competitors' comparison articles with tables and data on high-authority platforms so AI can cite them.

HIGH

Build trust-related content

When users ask whether oobtest is reliable, AI can't answer. Add clear security explanations, certifications, or third-party reviews on your site and external platforms.

HIGH

Expand third-party content coverage

AI citations rely heavily on third-party content. Expanding oobtest's presence on external platforms will significantly improve recommendation rates.

MED

Publish beginner-friendly content

When beginners ask how to get started with oobtest, oobtest doesn't appear. FAQs and getting-started guides are formats AI most readily cites.

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

"oobtest 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

Behavior Clusters

293

Social Edges

LLM Engines

📐 Four-Step Process

Multi-Model AI Probe

Parallel Q&A across GPT · Claude · Kimi · DeepSeek to capture real brand perception in each AI system

Narrative Signal Extraction

Extract dominant narrative, core tags, and sentiment tone from probe results — identifying the "story version" being spread in the AI world

Group Signal Mapping

Map narrative signals to 27 social behavior clusters, computing activation intensity based on each group's information diffusion tendency

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.

📊

How Does AI Describe Your Brand?

Propagation Engine — Methodology

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