GEO AUDIT  ·  BRAND-ONLY

Numerix.

A look at how Numerix 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.

Sitenumerix.com
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedOctober 7, 2026  ·  by AUQ
AI Visibility Score
63
out of 100. Competitive band. Numerix is cited in 20 of 39 AI answers. It shows up on Derivatives Valuation, Xva, Numerix. It is absent on Derivatives Pricing, Market Risk Analytics, Fixed Income Analytics.
Verified AI Overview citations
20
Numerix's brand is cited in 20 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
51%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Numerix scores 63 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Numerix is cited in 20 of 39 AI answers. It shows up on Derivatives Valuation, Xva, Numerix. It is absent on Derivatives Pricing, Market Risk Analytics, Fixed Income Analytics.

AI answers fire on 100% of tracked queries, yet Numerix is quoted in only 51% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
63
Competitive band
BarelyLowCompetitiveDominant
What's in the score
  • Your pages being quoted 35%51 / 100
  • Inclusion in category answers 25%59 / 100
  • How AI describes the brand 20%100 / 100
  • Topic coverage breadth 20%50 / 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
IDENTITY IN AI OVERVIEWS

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

What the brand says about itself

Derivatives Pricing

Homepage | Numerix Skip to main content Utility Become a Partner Careers Contact Log in Numerix Support Portal PolyPaths Support Portal Kynex Convertibles Main navigation Who We Serve Who We Serve Front Office & Trading Front Office &amnumerix.com, 2026

Differentiators it leads with: FINCAD, Derivatives Pricing, Derivatives Valuation, XVA.

What Google's AI says

Recognized in AI answers for Derivatives Valuation, Xva, Numerix

Cited as a provider on Derivatives Valuation, Xva, Numerix queries.
Appears alongside linkedin.com, youtube.com, ice.com.
The core gap
Numerix presents as derivatives pricing, derivatives valuation, XVA, market risk analytics, fixed income analytics. AI Overviews cite it on Derivatives Valuation, Xva, Numerix and it is absent on Derivatives Pricing, Market Risk Analytics, Fixed Income Analytics.
Words AI uses for the brand
Derivatives ValuationXvaNumerix
The brand's own pillars that AI omits
Derivatives PricingMarket Risk AnalyticsFixed Income AnalyticsCited 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
Derivatives ValuationOwnedpositioning
XvaOwnedpositioning
NumerixOwnedcomparison
Derivatives PricingInvisiblepositioning
Market Risk AnalyticsInvisiblepositioning
Fixed Income AnalyticsInvisiblepositioning
Buyer-journey coverage

Problem Aware. Overview queries: Numerix appears on 3 of 6 themes.

Solution Aware. Owned on Derivatives Valuation, Xva, Numerix; absent on Derivatives Pricing, Market Risk Analytics, Fixed Income Analytics.

Alternatives. 3 themes name the brand without citing it; 16 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
20
51% citation rate when AI answers.
Total brand mentions
23
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 Numerix → 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 Numerix'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.

QueryNumerix in the AI answerTop sources cited
best derivatives pricingAbsentquantt.co.uk, columbia.edu, stanford.edu
derivatives pricing vendorsCiteddatarade.ai, techsalerator.com, marketdataiq.com
derivatives pricing solutionsCitedyoutube.com, occ.gov, numerix.com
derivatives pricing softwareAbsentmathworks.com, in.linkedin.com, quantt.co.uk
derivatives pricing platformAbsentquantifisolutions.com, derivativepath.com, thehive-network.com
top derivatives pricing providersCitedprofessional.bloomberg.com, derivativepath.com, gartner.com
derivatives pricing comparisonAbsentlinkedin.com, allbusiness.com, financetutor.app
best derivatives valuationCitedmathematicsconsultants.com, wilmott.com, mtcusa.com
derivatives valuation vendorsNamed, not citedkroll.com, valentiam.com, quantifisolutions.com
derivatives valuation solutionsCitedin.linkedin.com, www1.gill-line.com, numerix.com
derivatives valuation softwareCitedhedgebook.com, numerix.com, capterra.ca
derivatives valuation platformAbsentyoutube.com, sciencedirect.com, ziprecruiter.com
top derivatives valuation providersCitedkroll.com, ice.com, quantifisolutions.com
derivatives valuation comparisonAbsentbluegamma.io, youtube.com, ivsc.org
best xvaCitedamazon.sg, caraudionow.com, mynewmicrophone.com
xva vendorsCitedmatlogica.com, linkedin.com, numerix.com
xva solutionsCitednumerix.com, murex.com, platform.softwareone.com
xva softwareCitednumerix.com, medium.com, osttra.com
xva platformCitedstructuredcreditinvestor.com, linkedin.com, corporatecomplianceinsights.com
top xva providersCitednumerix.com, press.spglobal.com, murex.com
xva comparisonCitedwsc.project.cwi.nl, mbrenndoerfer.com, researchgate.net
best market risk analyticsAbsentsoftpak.com, informaconnect.com, spglobal.com
market risk analytics vendorsAbsentfactset.com, nasdaq.com, spglobal.com
market risk analytics solutionsCitedspglobal.com, lacimagroup.com, markets.jpmorgan.com
market risk analytics softwareAbsentfinadium.com, press.spglobal.com, metricstream.com
market risk analytics platformCitedlinkedin.com, cencor.com, murex.com
top market risk analytics providersAbsentspglobal.com, aiaviationacademy.com, researchandmarkets.com
market risk analytics comparisonNamed, not citedtime2analytics.com, kbvresearch.com, marketriskinterview.com
best fixed income analyticsAbsentmsci.com, solvefixedincome.com, factset.com
fixed income analytics vendorsNamed, not citedchartis-research.com, factset.com, msci.com
fixed income analytics solutionsAbsentlseg.com, quantifisolutions.com, investor.factset.com
fixed income analytics softwareAbsentlinedata.com, thetradenews.com, instagram.com
fixed income analytics platformAbsentg2.com, markets.ft.com, bondwave.com
top fixed income analytics providersAbsentsolvefixedincome.com, ice.com, blackrock.com
fixed income analytics comparisonAbsentdigitraxlinode4.digitrax.com, curicapital.com, questdb.com
alternatives to NumerixCitedcapterra.com, numerix.com, capterra.com.au
Numerix vs MurexCitednumerix.com, zhihu.com, murex.com
Numerix vs QuantifiCitednumerix.com
Numerix vs BloombergCitednumerix.com, risk.net, euromoney.com
THREE FINDINGS THAT MATTER
01

The brand is missing from 49% of AI-answer queries

Numerix is cited in 20 of the 39 AI answers we triggered.

02

AI misreads the category

Numerix presents as derivatives pricing, derivatives valuation, XVA, market risk analytics, fixed income analytics. AI Overviews cite it on Derivatives Valuation, Xva, Numerix and it is absent on Derivatives Pricing, Market Risk Analytics, Fixed Income Analytics.

TOP THREE MOVES
01

Win presence on Derivatives Pricing

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
linkedin.com8Cited on 8 of the queries we tested.
youtube.com7Cited on 7 of the queries we tested.
ice.com6Cited on 6 of the queries we tested.
factset.com6Cited on 6 of the queries we tested.
msci.com6Cited on 6 of the queries we tested.
quantifisolutions.com5Cited on 5 of the queries we tested.
investopedia.com4Cited on 4 of the queries we tested.
bloomberg.com4Cited on 4 of the queries we tested.
spglobal.com4Cited on 4 of the queries we tested.
solvefixedincome.com4Cited on 4 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Numerix 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 Numerix on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
linkedin.comCited on 8 of the tested queries.
youtube.comCited on 7 of the tested queries.
ice.comCited on 6 of the tested queries.
factset.comCited on 6 of the tested queries.
msci.comCited on 6 of the tested queries.
quantifisolutions.comCited on 5 of the tested queries.
investopedia.comCited on 4 of the tested queries.
bloomberg.comCited on 4 of the tested queries.
Key observation
linkedin.com is the most-cited source across the queries Numerix 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 Derivatives Pricing, Market Risk Analytics, Fixed Income Analytics.
  • 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.