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GEO Research Dashboard

Total Citations
3476
Explicitly attributed
Total Additional
7326
Shortlisted but not cited
Total Unsurfaced
1127
Retrieved but not shown to user
TOTAL CONSIDERED
11929
Sum of all unique links
Unique Domains
1335
Across all runs
Total Coverage (Cited)
81.0%
Found in any SERP
Invisible (Cited)
19.0%
Not in either

🏢 GPT Business

Cited
1637
Additional
2820
Unsurfaced
631
TOTAL CONSIDERED: 5088
Bing Cited Overlap
81.3%
Bing Add. Overlap
86.3%
Google Cited Overlap (control)
27.8%
Google Add. Overlap (control)
20.7%
Query 1 Overlap
63.7%
Query 2 Overlap
64.2%
UNSURFACED OVERLAP: Bing 9.7% | Google 3.6% (control)
Runs: 237 | Bing Results: 86938

👤 GPT Plus

Cited
1839
Additional
4506
Unsurfaced
496
TOTAL CONSIDERED: 6841
Bing Cited Overlap
67.6%
Bing Add. Overlap
56.3%
Google Cited Overlap
64.6%
Google Add. Overlap
52.1%
Bing Query 1 Overlap
54.1%
Bing Query 2 Overlap
52.4%
Google Query 1 Overlap
50.4%
Google Query 2 Overlap
46.4%
Total Coverage (Bing+Google)
80.6%
Google-only Coverage
13.0%
Invisible (not in either)
19.4%
Query 1 Overlap
54.1%
Query 2 Overlap
52.4%
UNSURFACED OVERLAP: Bing 5.6% | Google 0.0%
Runs: 237 | Bing Results: 83984

Fan-Out Localization Patterns (GPT)

Three observed patterns where fan-out queries contain non-English language signals. 62 of 474 runs (13.1%) show localization signals.
Case 1: Foreign Prompt
Prompt is non-English; system adds English fanout
30
6.3% of runs
Case 2: Anomalies (Context-Triggered)
English prompt mentions foreign lang/region
9
1.9% of runs
Case 3: Anomalies (Untriggered)
English prompt, no foreign context → unexpected fanout
23
4.9% of runs
Case 1: Foreign-Language Prompts (30 runs) ▸
RunAccountPrompt
P019_r1 enterprise Quel est le meilleur logiciel de traduction instantané ?
P019_r2 enterprise Quel est le meilleur logiciel de traduction instantané ?
P019_r3 enterprise Quel est le meilleur logiciel de traduction instantané ?
P032_r1 enterprise 什么实时翻译软件好用？
P032_r2 enterprise 什么实时翻译软件好用？
P032_r3 enterprise 什么实时翻译软件好用？
P038_r1 enterprise Anlık ses çevirisi yapan programlar nelerdir?
P038_r2 enterprise Anlık ses çevirisi yapan programlar nelerdir?
P038_r3 enterprise Anlık ses çevirisi yapan programlar nelerdir?
P055_r1 enterprise Welche Transkriptionssoftware ist die beste?
P055_r2 enterprise Welche Transkriptionssoftware ist die beste?
P055_r3 enterprise Welche Transkriptionssoftware ist die beste?
P060_r1 enterprise Anlık çeviri yapan programlar nelerdir?
P060_r2 enterprise Anlık çeviri yapan programlar nelerdir?
P060_r3 enterprise Anlık çeviri yapan programlar nelerdir?
P019_r1_personal personal Quel est le meilleur logiciel de traduction instantané ?
P019_r2_personal personal Quel est le meilleur logiciel de traduction instantané ?
P019_r3_personal personal Quel est le meilleur logiciel de traduction instantané ?
P032_r1_personal personal 什么实时翻译软件好用？
P032_r2_personal personal 什么实时翻译软件好用？
P032_r3_personal personal 什么实时翻译软件好用？
P038_r1_personal personal Anlık ses çevirisi yapan programlar nelerdir?
P038_r2_personal personal Anlık ses çevirisi yapan programlar nelerdir?
P038_r3_personal personal Anlık ses çevirisi yapan programlar nelerdir?
P055_r1_personal personal Welche Transkriptionssoftware ist die beste?
P055_r2_personal personal Welche Transkriptionssoftware ist die beste?
P055_r3_personal personal Welche Transkriptionssoftware ist die beste?
P060_r1_personal personal Anlık çeviri yapan programlar nelerdir?
P060_r2_personal personal Anlık çeviri yapan programlar nelerdir?
P060_r3_personal personal Anlık çeviri yapan programlar nelerdir?
Case 2: Anomalies (Context-Triggered) (9 runs) ▸
RunAccountPromptNon-English Query
P050_r1 enterprise Can you recommend a free app for live time translation during a call with French speakers? application gratuite traduction temps réel appel téléphonique traduire conversat
P058_r1 enterprise What is the best software for Parsian/Farsi audio-to-text transcription? بهترین نرم افزار تبدیل گفتار فارسی به متن Persian audio transcription software
P058_r2 enterprise What is the best software for Parsian/Farsi audio-to-text transcription? بهترین نرم افزار تبدیل گفتار فارسی به متن Persian audio to text transcription to
P058_r3 enterprise What is the best software for Parsian/Farsi audio-to-text transcription? نرم افزار تشخیص گفتار فارسی تبدیل صدا به متن بهترین
P047_r1_personal personal I need a Chrome extension for live Chinese to English translation that works better than the built-in live caption featu Chrome 插件 实时 中文 英语 翻译 Chrome extension live Chinese English translate
P050_r2_personal personal Can you recommend a free app for live time translation during a call with French speakers? application gratuite traduction en temps réel appels téléphoniques français engl
P058_r1_personal personal What is the best software for Parsian/Farsi audio-to-text transcription? بهترین نرم افزار تبدیل صوت فارسی به متن audio to text Farsi transcription softwa
P058_r2_personal personal What is the best software for Parsian/Farsi audio-to-text transcription? بهترین نرم افزار تبدیل گفتار فارسی به متن audio to text Farsi transcription
P058_r3_personal personal What is the best software for Parsian/Farsi audio-to-text transcription? بهترین نرم افزار تبدیل گفتار فارسی به متن Persian audio to text software
Case 3: Anomalies (Untriggered) (23 runs) ▸
RunAccountPromptNon-English Query
P007_r3 enterprise Is there a real time audio to text translation? 实时音频转文字 翻译 real time audio to text translate
P016_r2 enterprise I need live transcribing while using online streaming or watching videos. 实时视频转录 直播 字幕 software live transcription for streaming
P018_r1 enterprise Can you suggest a free website or program that can translate my 20-minute video and add subtitles? 免费工具 翻译视频 字幕 自动 translate video subtitle free online
P018_r2 enterprise Can you suggest a free website or program that can translate my 20-minute video and add subtitles? 無料 video 翻訳 字幕 自動 サービス free translate subtitles video
P018_r3 enterprise Can you suggest a free website or program that can translate my 20-minute video and add subtitles? 免费 翻译 视频 自动 字幕 在线 tool free translate video subtitles
P031_r1 enterprise Are there currently any free audio to text transcription services? 無料 オーディオ テキスト 自動 文字起こし 無料 transcription services
P034_r1 enterprise Is there a Windows application for live translation during calls in Google Meet or other meetings? 实时翻译 应用 Windows during video calls meet translation software Windows
P043_r1 enterprise Can you recommend software for live call subtitles in the same language and a separate translation line? リアルタイム字幕 ソフト 翻訳 ライブコール サブタイトル software live call captions translations
P048_r1 enterprise Can I add a live translation app to calls? ライブ通話 翻訳アプリ 通話中 翻訳 phone call live translation apps
P048_r2 enterprise Can I add a live translation app to calls? リアルタイム 翻訳 通話 アプリ live translation during calls iPhone Android
P054_r3 enterprise What is the best instant translator for conferences? 实时 会议 同声 翻译 设备 软件 conference instant translator review
P063_r2 enterprise What is the best machine translation tool for live translation that saves context? 实时翻译工具 保持上下文 machine translation tool live translation context saving
P072_r2 enterprise Can you recommend the best video translator extension for YouTube? おすすめ YouTube video translator extension translate YouTube captions add automatic
P007_r2_personal personal Is there a real time audio to text translation? 实时 音频 转 文字 翻译 服务 real time audio to text translation
P007_r3_personal personal Is there a real time audio to text translation? 实时 音频 到 文本 转换 实时 transcription tools
P017_r3_personal personal Can you recommend a text to speech service that can generate such a conversation with multiple voices? サービス 複数 音声 会話 生成 テキスト 音声
P018_r2_personal personal Can you suggest a free website or program that can translate my 20-minute video and add subtitles? gratis herramientas para traducir video y añadir subtítulos online free video tr
P020_r3_personal personal Request a tool to translate foreign audio to English in real-time during video playback. 实时 外国 语音 翻译 视频 播放 工具 real-time audio translation subtitles
P044_r1_personal personal Are there live translation software options for video chats like Zoom or Teams? 实时 翻译 软件 视频 聊天 Zoom Teams 翻译 插件
P044_r3_personal personal Are there live translation software options for video chats like Zoom or Teams? 实时 翻译 软件 视频 会议 Zoom Teams live translate captions translation tools
P048_r1_personal personal Can I add a live translation app to calls? ¿puedo agregar traducción en vivo a llamadas telefónicas aplicación traducción e
P063_r1_personal personal What is the best machine translation tool for live translation that saves context? 实时翻译 保存上下文 机器翻译 工具 live translation context aware
P063_r3_personal personal What is the best machine translation tool for live translation that saves context? 实时翻译 工具 保存 上下文 best live translation tool that keeps context

GPT Business - Bing Page Distribution

PageMatches
Page 11468
Page 2333
Page 3656
Page 4692
Page 5641
Page 6560
Page 7453
Page 8437
Page 9312
Page 10271
Page 11248
Page 12202
Page 13191
Page 14166
Page 15140
Page 16103
Page 175

GPT Plus - Bing Page Distribution

PageMatches
Page 1521
Page 2345
Page 3663
Page 4602
Page 5667
Page 6579
Page 7590
Page 8480
Page 9433
Page 10426
Page 11391
Page 12327
Page 13293
Page 14286
Page 15264
Page 16204
Page 176

GPT Business - Google Position Distribution

BucketMatches
organic_p1_188
organic_p1_259
organic_p1_334
organic_p1_437
organic_p1_541
organic_p1_639
organic_p1_733
organic_p1_826
organic_p1_921
organic_p1_1014
organic_p2_117
organic_p2_218
organic_p2_314
organic_p2_418
organic_p2_516
organic_p2_618
organic_p2_79
organic_p2_89
organic_p2_917
organic_p2_108
organic_p3_111
organic_p3_27
organic_p3_34
organic_p3_47
organic_p3_56
organic_p3_66
organic_p3_78
organic_p3_83
paa19
paa27
paa36
paa41
video11
video22

GPT Plus - Google Position Distribution

BucketMatches
organic_p1_1168
organic_p1_2128
organic_p1_3145
organic_p1_4107
organic_p1_5112
organic_p1_6113
organic_p1_7103
organic_p1_892
organic_p1_948
organic_p1_1038
organic_p2_158
organic_p2_257
organic_p2_365
organic_p2_441
organic_p2_548
organic_p2_650
organic_p2_738
organic_p2_846
organic_p2_923
organic_p2_1029
organic_p3_130
organic_p3_221
organic_p3_339
organic_p3_427
organic_p3_518
organic_p3_614
organic_p3_722
organic_p3_816
organic_p3_96
paa119
paa213
paa39
paa43
video11
video21
video31
discussion11
discussion21
discussion31

GPT Business - Top Invisible Domains

DomainCount
en.wikipedia.org116
arxiv.org83
www.theverge.com48
timesofindia.indiatimes.com36
time.com34
www.lifewire.com32
www.wired.com25
www.sfgate.com24
maestra.ai24
tomsguide.com22

GPT Plus - Top Invisible Domains

DomainCount
reddit.com216
apps.apple.com139
en.wikipedia.org91
arxiv.org70
transyncai.com61
www.theverge.com57
x-doc.ai54
chromewebstore.google.com54
jotme.io44
www.wired.com40

Enrichment Coverage & Label Distribution

Enriched URLs: 6837 / 6841 (99.9%)
Unlabeled URLs: 4
Structural Fidelity: 93.1%
Categorical Fidelity: 89.6%
Trend Correlation (r): 0.84
Filtered: Personal

Global Type

TypeCount%
product_page 2410 35.2%
listicle 1999 29.2%
app_store_listing 645 9.4%
forum_ugc 451 6.6%
editorial_article 289 4.2%
other 281 4.1%
news_article 269 3.9%
reference 173 2.5%
documentation 143 2.1%
marketplace_directory 104 1.5%

Gemini Type

Business Type

TypeCount%
product_page 959 52.1%
listicle 340 18.5%
app_store_listing 263 14.3%
reference 63 3.4%
other 47 2.6%
editorial_article 46 2.5%
documentation 41 2.2%
news_article 38 2.1%
forum_ugc 22 1.2%
marketplace_directory 16 0.9%
STUDY WAVEGPT-5.2 (Jan)GPT-5.3 (Apr)GPT-5.5 (May)