GEO AUDIT  ·  BRAND-ONLY

3forge.

A look at how 3forge 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.

Site3forge.com
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedAugust 5, 2026  ·  by AUQ
AI Visibility Score
22
out of 100. Absent band. 3forge is cited in 5 of 39 AI answers. It shows up on 3forge. It is absent on Real-Time Data Visualization, Capital Markets Application Development, Low Latency Data Streaming.
Verified AI Overview citations
5
3forge's brand is cited in 5 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
13%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

3forge scores 22 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

3forge is cited in 5 of 39 AI answers. It shows up on 3forge. It is absent on Real-Time Data Visualization, Capital Markets Application Development, Low Latency Data Streaming.

AI answers fire on 100% of tracked queries, yet 3forge is quoted in only 13% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
22
Absent band
BarelyLowCompetitiveDominant
What's in the score
  • How often AI answers appear100 / 100
  • Inclusion in category answers18 / 100
  • Quality of placement when cited50 / 100
  • How AI describes the brand50 / 100
  • Topic coverage breadth17 / 100
  • Your pages being quoted13 / 100
IDENTITY IN AI OVERVIEWS

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

What the brand says about itself

Real-Time Data Visualization

3forge - The Application Fabric for Finance Institutional. Real-time. Proven. Where Data and Applications Converge. Your governed environment to access, distribute, and build workflows on financial data. Request Access See what you can buil3forge.com, 2026

Differentiators it leads with: Real-Time Data Visualization, Capital Markets Application Development, Low Latency Data Streaming, Trading Dashboard.

What Google's AI says

Recognized in AI answers for 3forge

Cited as a provider on 3forge queries.
Appears alongside youtube.com, striim.com, reddit.com.
The core gap
3forge presents as real-time data visualization, capital markets application development, low latency data streaming, trading dashboard, financial data integration. AI Overviews cite it on 3forge and it is absent on Real-Time Data Visualization, Capital Markets Application Development, Low Latency Data Streaming.
Words AI uses for the brand
3forge
The brand's own pillars that AI omits
Real-Time Data VisualizationCapital Markets Application DevelopmentLow Latency Data StreamingCited 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
3forgeOwnedcomparison
Real-Time Data VisualizationInvisiblepositioning
Capital Markets Application DevelopmentInvisiblepositioning
Low Latency Data StreamingInvisiblepositioning
Trading DashboardInvisiblepositioning
Financial Data IntegrationInvisiblepositioning
Buyer-journey coverage

Problem Aware. overview queries: 3forge appears on 1 of 6 themes.

Solution Aware. Owned on 3forge; absent on Real-Time Data Visualization, Capital Markets Application Development, Low Latency Data Streaming.

Alternatives. 2 themes name the brand without citing it; 32 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
5
13% citation rate when AI answers.
Total brand mentions
7
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 3forge'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.

QueryType3forge in the AI answerTop sources cited
best real-time data visualizationPositioningAbsenttinybird.co, reddit.com, clickhouse.com
real-time data visualization vendorsPositioningAbsentinetsoft.com, tinybird.co, striim.com
real-time data visualization solutionsPositioningAbsentexosite.com, striim.com, synergycodes.com
real-time data visualization softwarePositioningAbsenttinybird.co, clickhouse.com, reddit.com
real-time data visualization platformPositioningAbsenttinybird.co, striim.com, clickhouse.com
top real-time data visualization providersPositioningAbsentreddit.com, greenbook.org, tinybird.co
real-time data visualization comparisonPositioningAbsentclickhouse.com, atlasti.com, netdata.cloud
best capital markets application developmentPositioningNamed, not citeddxc.com, 28stone.com, avenga.com
capital markets application development vendorsPositioningAbsentdxc.com, 28stone.com, oxagile.com
capital markets application development solutionsPositioningAbsentdxc.com, 28stone.com, oxagile.com
capital markets application development softwarePositioningNamed, not citeddxc.com, grandviewresearch.com, a-teaminsight.com
capital markets application development platformPositioningAbsentunqork.com, genesis.global, a-teaminsight.com
top capital markets application development providersPositioningAbsentdxc.com, 28stone.com, xchange.avixa.org
capital markets application development comparisonPositioningAbsentdxc.com, gartner.com, mergersandinquisitions.com
best low latency data streamingPositioningAbsentkai-waehner.de, mimacom.com, optiview.dolby.com
low latency data streaming vendorsPositioningAbsentkai-waehner.de, streamkap.com, striim.com
low latency data streaming solutionsPositioningAbsentstriim.com, learn.microsoft.com, youtube.com
low latency data streaming softwarePositioningAbsentkai-waehner.de, striim.com, mimacom.com
low latency data streaming platformPositioningAbsentstriim.com, mimacom.com, kai-waehner.medium.com
top low latency data streaming providersPositioningAbsentmimacom.com, striim.com, visual-flow.com
low latency data streaming comparisonPositioningAbsentstreamkap.com, mimacom.com, youtube.com
best trading dashboardPositioningAbsentreddit.com, finance.yahoo.com, youtube.com
trading dashboard vendorsPositioningCitedveridion.com, brightdata.com, a1trading.com
trading dashboard solutionsPositioningAbsentcodeit.us, tradezella.com, youtube.com
trading dashboard softwarePositioningAbsentapps.microsoft.com, inetsoft.com, tradesviz.com
trading dashboard platformPositioningAbsentdribbble.com, deephaven.io, gartner.com
top trading dashboard providersPositioningAbsentnerdwallet.com, youtube.com, stockbrokers.com
trading dashboard comparisonPositioningAbsentmedium.com, reddit.com, inetsoft.com
best financial data integrationPositioningAbsentskyvia.com, gridlines.com, alphavantage.co
financial data integration vendorsPositioningAbsentfisglobal.com, adeptia.com, skyvia.com
financial data integration solutionsPositioningAbsentsalesforce.com, saison-technology-intl.com, skyvia.com
financial data integration softwarePositioningAbsentfisglobal.com, skyvia.com, plaid.com
financial data integration platformPositioningAbsentadeptia.com, skyvia.com, saison-technology-intl.com
top financial data integration providersPositioningAbsentdatarade.ai, daloopa.com, capix.ai
financial data integration comparisonPositioningAbsentvisbanking.com, skyvia.com, hyperbots.com
alternatives to 3forgeComparisonCitedgartner.com, sourceforge.net, cbinsights.com
3forge vs OpenFinComparisonCited3forge.com, 28stone.com, linkedin.com
3forge vs KXComparisonCiteddoc.3forge.com, tryreadable.ai, gartner.com
3forge vs Glue42ComparisonCiteddocs.glue42.com, 3forge.com, interop.io
THREE FINDINGS THAT MATTER
01

The brand is missing from 87% of AI-answer queries

3forge is cited in 5 of the 39 AI answers we triggered.

02

AI misreads the category

3forge presents as real-time data visualization, capital markets application development, low latency data streaming, trading dashboard, financial data integration. AI Overviews cite it on 3forge and it is absent on Real-Time Data Visualization, Capital Markets Application Development, Low Latency Data Streaming.

TOP THREE MOVES
01

Win presence on Real-Time Data Visualization

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.com25Cited on 25 of the queries we tested.
striim.com11Cited on 11 of the queries we tested.
reddit.com10Cited on 10 of the queries we tested.
tinybird.co7Cited on 7 of the queries we tested.
clickhouse.com7Cited on 7 of the queries we tested.
inetsoft.com7Cited on 7 of the queries we tested.
dxc.com7Cited on 7 of the queries we tested.
mimacom.com7Cited on 7 of the queries we tested.
gartner.com6Cited on 6 of the queries we tested.
linkedin.com6Cited on 6 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations 3forge 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 3forge on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 25 of the tested queries.
striim.comCited on 11 of the tested queries.
reddit.comCited on 10 of the tested queries.
tinybird.coCited on 7 of the tested queries.
clickhouse.comCited on 7 of the tested queries.
inetsoft.comCited on 7 of the tested queries.
dxc.comCited on 7 of the tested queries.
mimacom.comCited on 7 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries 3forge 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 Real-Time Data Visualization, Capital Markets Application Development, Low Latency Data Streaming.
  • 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.