GEO AUDIT  ·  BRAND-ONLY

Panda Voice.

A look at how Panda Voice is described, positioned, and quoted inside Google's AI Overviews, the AI answer box at the top of search results, and where the brand shows up versus goes missing.

Sitepandavoice.ai
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedJuly 1, 2026  ·  by AUQ
AI Visibility Score
5
out of 100. Absent band. Panda Voice is cited in 0 of 36 AI answers. It is absent on Survey Tools, Voice Surveys, Customer Feedback.
Verified AI Overview citations
0
Panda Voice's brand is cited in 0 of the 36 AI-answer queries we tested.
AI answer trigger rate
92%
Google's AI answer box fires on 36 of 39 tracked queries.
Citation rate when AI answers
0%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Panda Voice scores 5 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Panda Voice is cited in 0 of 36 AI answers. It is absent on Survey Tools, Voice Surveys, Customer Feedback.

AI answers fire on 92% of tracked queries, yet Panda Voice is quoted in only 0% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
5
Absent band
BarelyLowCompetitiveDominant
What's in the score
  • How often AI answers appear92 / 100
  • Inclusion in category answers8 / 100
  • Quality of placement when cited30 / 100
  • How AI describes the brand17 / 100
  • Topic coverage breadth0 / 100
  • Your pages being quoted0 / 100
Work with AUQ

We don't hand you a report and walk away. We execute it.

AUQ is an execution team, not a consultancy. We ship the fixes, content, and citations this audit calls for — and we work month-to-month, so we re-earn the engagement every 30 days.

Start with a month → No long-term contracts
CONTENT AND ENTITY COVERAGE

The topics that matter to the brand, and where it shows up in AI answers today.

See the full query-by-query breakdown →

TopicPresence in AI answersBuyer intent
Panda VoicePartialcomparison
Survey ToolsInvisiblepositioning
Voice SurveysInvisiblepositioning
Customer FeedbackInvisiblepositioning
Conversational SurveysInvisiblepositioning
Survey AnalyticsInvisiblepositioning
Buyer-journey coverage

Problem Aware. overview queries: Panda Voice appears on 0 of 6 themes.

Solution Aware. Owned on few; absent on Survey Tools, Voice Surveys, Customer Feedback.

Alternatives. 3 themes name the brand without citing it; 33 queries answer without it at all.

AI OVERVIEW PERFORMANCE

Where the brand shows up in Google's AI, and the high-value queries it is missing.

See all queries we tested →

Tracked keywords
39
Brand, category, and comparison queries analyzed.
AI answers fired
36
92% of tracked queries trigger an AI Overview.
Times brand cited
0
0% citation rate when AI answers.
Total brand mentions
3
Across all observed AI responses.
Case Studies

This playbook has already worked. Here's the proof.

Executed by AUQ for B2B SaaS teams with the same gaps this audit found.

1,000+ Fraud.net AI citations earned in 6 months through GEO prompt research and content automation. Read the case study → +173% Microblink Organic traffic growth from technical SEO, content automation, and GEO-focused linkbuilding. Read the case study → +30,000 AKOOL Visits in 6 months via technical optimizations and content strategy we executed end-to-end. Read the case study → +200% DeepInfra Technical blog traffic growth from a blog redesign, author training, and SaaS linkbuilding. Read the case study →
Get results like these for Panda Voice → See all case studies
QUERIES WE TESTED

Every query we ran against Google's AI Overview, and what we found.

39 queries across branded, positioning, and comparison intent. "Cited" means Panda Voice's own domain is a source in the AI answer. "Named, not cited" means the brand is mentioned but is not the source. "Absent" means the AI answered without it.

QueryTypePanda Voice in the AI answerTop sources cited
best survey toolsPositioningAbsentreddit.com, pollfish.com, sogolytics.com
survey tools vendorsPositioningAbsenttechtarget.com, zapier.com, limesurvey.org
survey tools solutionsPositioningAbsentsurveymonkey.com, youtube.com, imotions.com
survey tools softwarePositioningAbsentpollfish.com, guideflow.com, qualtrics.com
survey tools platformPositioningAbsentreddit.com, surveyking.com, smartsurvey.co.uk
top survey tools providersPositioningAbsentpollfish.com, guideflow.com, luthresearch.com
survey tools comparisonPositioningAbsentsogolytics.com, guideflow.com, formbricks.com
best voice surveysPositioningAbsentkoji.so, clearvoicesurveys.com, voiceform.com
voice surveys vendorsPositioningAbsententerpret.com, verint.com, voiceform.com
voice surveys solutionsPositioningAbsentverint.com, ivrtechgroup.com, enterpret.com
voice surveys softwarePositioningAbsentverint.com, enterpret.com, gartner.com
voice surveys platformPositioningAbsentvoiceform.com, verint.com, youtube.com
top voice surveys providersPositioningAbsentquantumworkplace.com, gartner.com, interactionmetrics.com
voice surveys comparisonPositioningAbsentkoji.so, userintuition.ai, verint.com
best customer feedbackPositioningAbsentreddit.com, hubspot.com, zendesk.com
customer feedback vendorsPositioningAbsentcanny.io, typeform.com, ever-help.com
customer feedback solutionsPositioningAbsentwavetec.com, net2phone.com, listen360.com
customer feedback softwarePositioningAbsentcanny.io, salesforce.com, zendesk.com
customer feedback platformPositioningAbsentcanny.io, typeform.com, userflow.com
top customer feedback providersPositioningAbsentinteractionmetrics.com, zendesk.com, featureupvote.com
customer feedback comparisonPositioningAbsentgeopoll.com, canny.io, pelin.ai
best conversational surveysPositioningAbsentrivaltech.com, reddit.com, conjointly.com
conversational surveys vendorsPositioningAbsentrivaltech.com, reputation.com, sprinklr.com
conversational surveys solutionsPositioningAbsentrivaltech.com, reputation.com, sprinklr.com
conversational surveys softwarePositioningAbsentrivaltech.com, cloudresearch.com, sprinklr.com
conversational surveys platformPositioningAbsentrivaltech.com, conjointly.com, sprinklr.com
top conversational surveys providersPositioningAbsentrivaltech.com, surveystance.com, reputation.com
conversational surveys comparisonPositioningAbsentrivaltech.com, sprinklr.com, getperspective.ai
best survey analyticsPositioningAbsentsurveyanalytics.com, reddit.com, unwrap.ai
survey analytics vendorsPositioningAbsentsurveymonkey.com, insightplatforms.com, youtube.com
survey analytics solutionsPositioningNo AI answer
survey analytics softwarePositioningAbsenthcp.med.harvard.edu, displayr.com, qresearchsoftware.com
survey analytics platformPositioningNo AI answer
top survey analytics providersPositioningAbsentinsightplatforms.com, pollfish.com, athpower.com
survey analytics comparisonPositioningAbsentdisplayr.com, techjockey.com, chattermill.com
alternatives to Panda VoiceComparisonNamed, not citedvoicemod.net, heypanda.org, pandavoiceover.com
Panda Voice vs SurveyMonkeyComparisonNamed, not citedlinkedin.com, sayify.pro, guideflow.com
Panda Voice vs TypeformComparisonNo AI answer
Panda Voice vs QualtricsComparisonNamed, not citedenterpret.com, customergauge.com, qualtrics.com
THREE FINDINGS THAT MATTER
01

The brand is missing from 100% of AI-answer queries

Panda Voice is cited in 0 of the 36 AI answers we triggered.

02

AI misreads the category

Panda Voice presents as survey tools, voice surveys, customer feedback, conversational surveys, survey analytics. AI Overviews cite it on few queries and it is absent on Survey Tools, Voice Surveys, Customer Feedback.

TOP THREE MOVES
01

Win presence on Survey Tools

Impact high · effort medium · 30 to 60 days

02

Convert named-not-cited queries into citations

Impact medium · effort low · 0 to 30 days

03

Earn placement in the third-party listicles AI cites

Impact high · effort medium · 30 to 90 days

IDENTITY IN AI OVERVIEWS

How the brand describes itself, and how Google's AI describes it.

What the brand says about itself

Survey Tools

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Differentiators it leads with: Survey Tools, Voice Surveys, Customer Feedback, Conversational Surveys.

What Google's AI says

Limited AI Overview presence

Rarely cited as a source in AI answers.
Appears alongside youtube.com, reddit.com, guideflow.com.
The core gap
Panda Voice presents as survey tools, voice surveys, customer feedback, conversational surveys, survey analytics. AI Overviews cite it on few queries and it is absent on Survey Tools, Voice Surveys, Customer Feedback.
Words AI uses for the brand
none surfaced
The brand's own pillars that AI omits
Survey ToolsVoice SurveysCustomer FeedbackCited source on vendor and comparison queries
WHERE GOOGLE'S AI GETS ITS ANSWERS

The sources Google's AI cites in this category, and what it tells you about earning citations.

Domain AI citesPagesContext
youtube.com25Cited on 25 of the queries we tested.
reddit.com13Cited on 13 of the queries we tested.
guideflow.com13Cited on 13 of the queries we tested.
qualtrics.com13Cited on 13 of the queries we tested.
pollfish.com11Cited on 11 of the queries we tested.
surveymonkey.com10Cited on 10 of the queries we tested.
zonkafeedback.com10Cited on 10 of the queries we tested.
smartsurvey.com10Cited on 10 of the queries we tested.
surveysparrow.com9Cited on 9 of the queries we tested.
enterpret.com9Cited on 9 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Panda Voice is missing. Earning AI citation on the invisible themes means placement on those third-party pages, not only owning its own glossary.
AI-REVEALED PEERS

The competitive set drawn by Google's AI itself. Observed, not chosen.

See which queries each peer won →

Brands and domains Google's AI cites in place of Panda Voice on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 25 of the tested queries.
reddit.comCited on 13 of the tested queries.
guideflow.comCited on 13 of the tested queries.
qualtrics.comCited on 13 of the tested queries.
pollfish.comCited on 11 of the tested queries.
surveymonkey.comCited on 10 of the tested queries.
zonkafeedback.comCited on 10 of the tested queries.
smartsurvey.comCited on 10 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries Panda Voice is missing.
90-DAY ROADMAP

Three sprints from first wins to compounding category presence.

Month 1  ·  Days 1 to 30
  • Publish solution and comparison pages for Survey Tools, Voice Surveys, Customer Feedback.
  • Build linkable comparison assets so AI Overviews can cite the brand's own domain.
Month 2  ·  Days 31 to 60
  • Earn placement in third-party best-of listicles and review sites the AI cites.
  • Seed community and review presence where AI Overviews pull trust signals.
Month 3  ·  Days 61 to 90
  • Expand owned comparison content across decision-stage queries.
  • Re-audit to confirm invisible themes move to cited and track citation share.