GEO AUDIT  ·  BRAND-ONLY

Quantropi.

A look at how Quantropi 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.

Sitequantropi.com
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedAugust 21, 2026  ·  by AUQ
AI Visibility Score
29
out of 100. Low band. Quantropi is cited in 8 of 38 AI answers. It shows up on Quantropi. It is absent on Post-Quantum Cryptography, Quantum-Safe Encryption, Quantum Key Distribution.
Verified AI Overview citations
8
Quantropi's brand is cited in 8 of the 38 AI-answer queries we tested.
AI answer trigger rate
97%
Google's AI answer box fires on 38 of 39 tracked queries.
Citation rate when AI answers
21%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Quantropi scores 29 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Quantropi is cited in 8 of 38 AI answers. It shows up on Quantropi. It is absent on Post-Quantum Cryptography, Quantum-Safe Encryption, Quantum Key Distribution.

AI answers fire on 97% of tracked queries, yet Quantropi is quoted in only 21% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
29
Low band
BarelyLowCompetitiveDominant
What's in the score
  • How often AI answers appear97 / 100
  • Inclusion in category answers21 / 100
  • Quality of placement when cited50 / 100
  • How AI describes the brand67 / 100
  • Topic coverage breadth17 / 100
  • Your pages being quoted21 / 100
IDENTITY IN AI OVERVIEWS

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

What the brand says about itself

Post-Quantum Cryptography

Quantum Security for your Data | Enterprise | Quantropi Skip to content About Company Leadership Team Advisors Investors Partners Products QiSpace TM MASQ TM Asymmetric Encryption QEEP TM Symmetric Encryption SEQUR TM Quantum Entropy Servicquantropi.com, 2026

Differentiators it leads with: Post-Quantum Cryptography, Quantum-Safe Encryption, Quantum Key Distribution, Quantum Random Number Generation.

What Google's AI says

Recognized in AI answers for Quantropi

Cited as a provider on Quantropi queries.
Appears alongside youtube.com, paloaltonetworks.com, idquantique.com.
The core gap
Quantropi presents as post-quantum cryptography, quantum-safe encryption, quantum key distribution, quantum random number generation, future-proof data security. AI Overviews cite it on Quantropi and it is absent on Post-Quantum Cryptography, Quantum-Safe Encryption, Quantum Key Distribution.
Words AI uses for the brand
Quantropi
The brand's own pillars that AI omits
Post-Quantum CryptographyQuantum-Safe EncryptionQuantum Key DistributionCited 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
QuantropiOwnedcomparison
Post-Quantum CryptographyInvisiblepositioning
Quantum-Safe EncryptionInvisiblepositioning
Quantum Key DistributionInvisiblepositioning
Quantum Random Number GenerationInvisiblepositioning
Future-Proof Data SecurityInvisiblepositioning
Buyer-journey coverage

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

Solution Aware. Owned on Quantropi; absent on Post-Quantum Cryptography, Quantum-Safe Encryption, Quantum Key Distribution.

Alternatives. 0 themes name the brand without citing it; 30 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
38
97% of tracked queries trigger an AI Overview.
Times brand cited
8
21% citation rate when AI answers.
Total brand mentions
8
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 Quantropi'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.

QueryTypeQuantropi in the AI answerTop sources cited
best post-quantum cryptographyPositioningAbsentcsrc.nist.gov, pqshield.com, en.wikipedia.org
post-quantum cryptography vendorsPositioningAbsentpqshield.com, nextgov.com, marketsandmarkets.com
post-quantum cryptography solutionsPositioningAbsententrust.com, qusecure.com, pqshield.com
post-quantum cryptography softwarePositioningAbsentcsrc.nist.gov, entrust.com, safelogic.com
post-quantum cryptography platformPositioningAbsententrust.com, qusecure.com, pqshield.com
top post-quantum cryptography providersPositioningAbsentpqshield.com, marketsandmarkets.com, qusecure.com
post-quantum cryptography comparisonPositioningCitedsynopsys.com, arxiv.org, youtube.com
best quantum-safe encryptionPositioningAbsentreddit.com, nist.gov, en.wikipedia.org
quantum-safe encryption vendorsPositioningAbsentarqitgroup.com, marketsandmarkets.com, ibm.com
quantum-safe encryption solutionsPositioningAbsentfortinet.com, nist.gov, en.wikipedia.org
quantum-safe encryption softwarePositioningNo AI answer
quantum-safe encryption platformPositioningAbsentibm.com, rad.com, pqshield.com
top quantum-safe encryption providersPositioningAbsentmarketsandmarkets.com, pqshield.com, qusecure.com
quantum-safe encryption comparisonPositioningCiteden.wikipedia.org, ssh.com, reddit.com
best quantum key distributionPositioningAbsentnsa.gov, marketsandmarkets.com, fortinet.com
quantum key distribution vendorsPositioningAbsentnsa.gov, marketsandmarkets.com, brunorijsman.github.io
quantum key distribution solutionsPositioningAbsentnsa.gov, fortinet.com, toshiba.eu
quantum key distribution softwarePositioningCitedarxiv.org, nsa.gov, global.toshiba
quantum key distribution platformPositioningCitednsa.gov, idquantique.com, fortinet.com
top quantum key distribution providersPositioningAbsentmarketsandmarkets.com, pqshield.com, ventureradar.com
quantum key distribution comparisonPositioningAbsenteprint.iacr.org, nsa.gov, paloaltonetworks.com
best quantum random number generationPositioningAbsentnist.gov, paloaltonetworks.com, reddit.com
quantum random number generation vendorsPositioningAbsentpaloaltonetworks.com, quside.com, idquantique.com
quantum random number generation solutionsPositioningAbsentquside.com, paloaltonetworks.com, quantinuum.com
quantum random number generation softwarePositioningAbsentpaloaltonetworks.com, quantinuum.com, learn.microsoft.com
quantum random number generation platformPositioningAbsentpaloaltonetworks.com, outshift.cisco.com, qrng.anu.edu.au
top quantum random number generation providersPositioningAbsentmarketsandmarkets.com, idquantique.com, market.us
quantum random number generation comparisonPositioningAbsentlink.aps.org, pubs.aip.org, quera.com
best future-proof data securityPositioningAbsentfortinet.com, seagate.com, alumio.com
future-proof data security vendorsPositioningAbsentfortinet.com, proofpoint.com, certes.ai
future-proof data security solutionsPositioningAbsentimperva.com, proofpoint.com, cyberproof.com
future-proof data security softwarePositioningAbsentprotegrity.com, imperva.com, proofpoint.com
future-proof data security platformPositioningAbsentproofpoint.com, cyberproof.com, meditologyservices.com
top future-proof data security providersPositioningAbsentmarketgrowthreports.com, gartner.com, orca.security
future-proof data security comparisonPositioningAbsentnextlabs.com, coriniumintelligence.com, secureazcloud.com
alternatives to QuantropiComparisonCitedquantropi.com, qusecure.com, cbinsights.com
Quantropi vs ID QuantiqueComparisonCitedidquantique.com, quantropi.com, cbinsights.com
Quantropi vs PQShieldComparisonCitedquantropi.com, marketsandmarkets.com, pqshield.com
Quantropi vs SandboxAQComparisonCitedquantropi.com, sandboxaq.com, reddit.com
THREE FINDINGS THAT MATTER
01

The brand is missing from 79% of AI-answer queries

Quantropi is cited in 8 of the 38 AI answers we triggered.

02

AI misreads the category

Quantropi presents as post-quantum cryptography, quantum-safe encryption, quantum key distribution, quantum random number generation, future-proof data security. AI Overviews cite it on Quantropi and it is absent on Post-Quantum Cryptography, Quantum-Safe Encryption, Quantum Key Distribution.

TOP THREE MOVES
01

Win presence on Post-Quantum Cryptography

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
youtube.com20Cited on 20 of the queries we tested.
paloaltonetworks.com15Cited on 15 of the queries we tested.
idquantique.com14Cited on 14 of the queries we tested.
pqshield.com11Cited on 11 of the queries we tested.
fortinet.com10Cited on 10 of the queries we tested.
marketsandmarkets.com9Cited on 9 of the queries we tested.
cpl.thalesgroup.com8Cited on 8 of the queries we tested.
thequantuminsider.com8Cited on 8 of the queries we tested.
quantinuum.com7Cited on 7 of the queries we tested.
quera.com7Cited on 7 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Quantropi 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 Quantropi on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 20 of the tested queries.
paloaltonetworks.comCited on 15 of the tested queries.
idquantique.comCited on 14 of the tested queries.
pqshield.comCited on 11 of the tested queries.
fortinet.comCited on 10 of the tested queries.
marketsandmarkets.comCited on 9 of the tested queries.
cpl.thalesgroup.comCited on 8 of the tested queries.
thequantuminsider.comCited on 8 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries Quantropi 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 Post-Quantum Cryptography, Quantum-Safe Encryption, Quantum Key Distribution.
  • 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.