GEO AUDIT  ·  BRAND-ONLY

Provarity.

A look at how Provarity 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.

Siteprovarity.ai
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedAugust 28, 2026  ·  by AUQ
AI Visibility Score
17
out of 100. Absent band. Provarity is cited in 3 of 39 AI answers. It shows up on Provarity. It is absent on Presales Management, Proof Of Concept Automation, Sales Engineering.
Verified AI Overview citations
3
Provarity's brand is cited in 3 of the 39 AI-answer queries we tested.
AI answer trigger rate
100%
Google's AI answer box fires on 39 of 39 tracked queries.
Citation rate when AI answers
8%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Provarity scores 17 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Provarity is cited in 3 of 39 AI answers. It shows up on Provarity. It is absent on Presales Management, Proof Of Concept Automation, Sales Engineering.

AI answers fire on 100% of tracked queries, yet Provarity is quoted in only 8% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
17
Absent band
BarelyLowCompetitiveDominant
What's in the score
  • How often AI answers appear100 / 100
  • Inclusion in category answers15 / 100
  • Quality of placement when cited50 / 100
  • How AI describes the brand33 / 100
  • Topic coverage breadth17 / 100
  • Your pages being quoted8 / 100
IDENTITY IN AI OVERVIEWS

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

What the brand says about itself

Presales Management

Provarity Instynx - the first presales platform built on an AI native architecture. window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} gtag('js', new Date()); gtag('config', 'G-LYRN69WJZW'); Skip to conteprovarity.ai, 2026

Differentiators it leads with: Instynx, Presales Management, Proof Of Concept Automation, Sales Engineering.

What Google's AI says

Recognized in AI answers for Provarity

Cited as a provider on Provarity queries.
Appears alongside Consensus: Interactive Product Demo Software With AI, Guideflow, AutoRFP.ai.
The core gap
Provarity presents as presales management, proof of concept automation, sales engineering, technical win tracking, presales analytics. AI Overviews cite it on Provarity and it is absent on Presales Management, Proof Of Concept Automation, Sales Engineering.
Words AI uses for the brand
Provarity
The brand's own pillars that AI omits
Presales ManagementProof Of Concept AutomationSales EngineeringCited source on vendor and comparison queries
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
ProvarityOwnedcomparison
Presales ManagementInvisiblepositioning
Proof Of Concept AutomationInvisiblepositioning
Sales EngineeringInvisiblepositioning
Technical Win TrackingInvisiblepositioning
Presales AnalyticsInvisiblepositioning
Buyer-journey coverage

Problem Aware. overview queries: Provarity appears on 1 of 6 themes.

Solution Aware. Owned on Provarity; absent on Presales Management, Proof Of Concept Automation, Sales Engineering.

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
39
100% of tracked queries trigger an AI Overview.
Times brand cited
3
8% citation rate when AI answers.
Total brand mentions
6
Across all observed AI responses.
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 Provarity'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.

QueryTypeProvarity in the AI answerTop sources cited
best presales managementPositioningAbsent
presales management vendorsPositioningAbsent
presales management solutionsPositioningAbsent
presales management softwarePositioningAbsent
presales management platformPositioningAbsent
top presales management providersPositioningAbsent
presales management comparisonPositioningAbsent
best proof of concept automationPositioningAbsent
proof of concept automation vendorsPositioningAbsent
proof of concept automation solutionsPositioningAbsent
proof of concept automation softwarePositioningAbsent
proof of concept automation platformPositioningAbsent
top proof of concept automation providersPositioningAbsent
proof of concept automation comparisonPositioningAbsent
best sales engineeringPositioningAbsent
sales engineering vendorsPositioningAbsent
sales engineering solutionsPositioningAbsent
sales engineering softwarePositioningAbsent
sales engineering platformPositioningAbsent
top sales engineering providersPositioningAbsent
sales engineering comparisonPositioningAbsent
best technical win trackingPositioningAbsent
technical win tracking vendorsPositioningAbsent
technical win tracking solutionsPositioningAbsent
technical win tracking softwarePositioningAbsent
technical win tracking platformPositioningAbsent
top technical win tracking providersPositioningAbsent
technical win tracking comparisonPositioningAbsent
best presales analyticsPositioningAbsent
presales analytics vendorsPositioningNamed, not cited
presales analytics solutionsPositioningAbsent
presales analytics softwarePositioningAbsent
presales analytics platformPositioningAbsent
top presales analytics providersPositioningNamed, not cited
presales analytics comparisonPositioningAbsent
alternatives to ProvarityComparisonNamed, not cited
Provarity vs VivunComparisonCited
Provarity vs ConsensusComparisonCited
Provarity vs PrelayComparisonCited
THREE FINDINGS THAT MATTER
01

The brand is missing from 92% of AI-answer queries

Provarity is cited in 3 of the 39 AI answers we triggered.

02

AI misreads the category

Provarity presents as presales management, proof of concept automation, sales engineering, technical win tracking, presales analytics. AI Overviews cite it on Provarity and it is absent on Presales Management, Proof Of Concept Automation, Sales Engineering.

TOP THREE MOVES
01

Win presence on Presales Management

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

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
Consensus: Interactive Product Demo Software With AI17Cited on 17 of the queries we tested.
Guideflow14Cited on 14 of the queries we tested.
AutoRFP.ai13Cited on 13 of the queries we tested.
www.reprise.com13Cited on 13 of the queries we tested.
LinkedIn13Cited on 13 of the queries we tested.
YouTube12Cited on 12 of the queries we tested.
TestBox9Cited on 9 of the queries we tested.
www.walnut.io7Cited on 7 of the queries we tested.
G27Cited on 7 of the queries we tested.
Navattic7Cited on 7 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Provarity 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 Provarity on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
Consensus: Interactive Product Demo Software With AICited on 17 of the tested queries.
GuideflowCited on 14 of the tested queries.
AutoRFP.aiCited on 13 of the tested queries.
www.reprise.comCited on 13 of the tested queries.
LinkedInCited on 13 of the tested queries.
YouTubeCited on 12 of the tested queries.
TestBoxCited on 9 of the tested queries.
www.walnut.ioCited on 7 of the tested queries.
Key observation
Consensus: Interactive Product Demo Software With AI is the most-cited source across the queries Provarity 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 Presales Management, Proof Of Concept Automation, Sales Engineering.
  • 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.