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IT AI Index
Index › Products › Google Cloud · October 2026 Edition
23 categories · Ranked

Google Cloud

253Judge labels
5First choices
59Negative labels
14 / 14Models named it
23Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.
Best standing
2% in Cloud hosting for mid-market buyers
Rank 8 of 85 in the mid-market standingaccepted challenger
1 of 14 models made it the first choice on the direct prompt; 23% of its 57 labels there were negative.
What the models named instead of Google Cloud →
By buyer segmentRead the same way at every buyer size.
In cloud hosting · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named Google Cloud for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
CategoryFunctionShareRankNegative rateLabelsQuadrantSince September 2026
Cloud hostingCloud and infrastructure2%8 of 8523%57accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
Load balancersNetwork and edge0%76 of 9450%4under 10 labels · led by HAProxy at 29%
Managed DNSNetwork and edge0%62 of 7850%4under 10 labels · led by Cloudflare DNS at 84%
AI security platformsSecurity operations0%232 of 233100%3under 10 labels · led by SentinelOne Singularity at 11%
AI SOC agentsSecurity operations0%62 of 1040%2under 10 labels · led by Dropzone AI at 24%
Content delivery networksNetwork and edge0%25 of 4950%2under 10 labels · led by Cloudflare at 68%newNew since September 2026: not ranked then, 0% now.
AI coding assistantsDeveloper platform0%32 of 480%1under 10 labels · led by GitHub Copilot at 75%newNew since September 2026: not ranked then, 0% now.
AI governance platformsData platform0%127 of 135100%1under 10 labels · led by Credo AI at 18%
API gatewaysDeveloper platform0%49 of 66100%1under 10 labels · led by Kong Gateway at 53%newNew since September 2026: not ranked then, 0% now.
API managementDeveloper platform0%38 of 610%1under 10 labels · led by Kong Gateway at 37%newNew since September 2026: not ranked then, 0% now.
Artifact and container registriesDeveloper platform0%45 of 890%1under 10 labels · led by JFrog Artifactory at 14%
Attack surface managementSecurity operations0%94 of 100100%1under 10 labels · led by Intruder at 49%newNew since September 2026: not ranked then, 0% now.
Cloud cost managementCloud and infrastructure0%56 of 760%1under 10 labels · led by Vantage at 45%
Data loss preventionSecurity operations0%58 of 890%1under 10 labels · led by Microsoft Purview DLP at 46%newNew since September 2026: not ranked then, 0% now.
Email securitySecurity operations0%46 of 760%1under 10 labels · led by Microsoft Defender for Office 365 at 32%newNew since September 2026: not ranked then, 0% now.
IT financial managementIT operations and endpoint0%76 of 1590%1under 10 labels · led by Nicus ITFM Platform at 9%
Managed Kubernetes platformsCloud and infrastructure0%27 of 520%1under 10 labels · led by Google Kubernetes Engine at 43%newNew since September 2026: not ranked then, 0% now.
Managed relational databasesData platform0%48 of 820%1under 10 labels · led by Amazon RDS at 45%goneNot named this edition; 0% in September 2026.
Telemetry pipelinesIT operations and endpoint0%92 of 1240%1under 10 labels · led by OpenTelemetry Collector at 37%
Threat intelligence platformsSecurity operations0%55 of 1190%1under 10 labels · led by MISP at 12%newNew since September 2026: not ranked then, 0% now.
Unified endpoint managementIT operations and endpoint0%37 of 530%1under 10 labels · led by Microsoft Intune at 39%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
Vector databasesData platform0%33 of 440%1under 10 labels · led by pgvector at 35%
Zero trust network accessNetwork and edge0%49 of 660%1under 10 labels · led by Twingate at 39%newNew since September 2026: not ranked then, 0% now.

Movement

Since September 2026, Google Cloud held within the floor in all twenty-two categories: no change cleared 11 points.

Best category · Cloud hosting · by segment

Small business▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
2%from 0% in September 2026
Inside the floor by 9 pointsRank 17 → 10 of 77
Mid-market▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
2%from 0% in September 2026
Inside the floor by 9 pointsRank 12 → 7 of 75
Enterprise▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
0%from 2% in September 2026
Inside the floor by 9 pointsRank 5 → 9 of 41

All categories · Mid-market

CategorySeptember 2026NowChangeReadingRank
Cloud hosting0%2%▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Within noiseRank 12 → 8 of 85
Load balancers0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 76 of 94, unchanged
Managed DNS0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 62 of 78, unchanged
AI security0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 232 of 233, unchanged
AI SOC agents0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 62 of 104, unchanged
CDN0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 25 of 49, unchanged
AI coding0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 32 of 48, unchanged
AI governance0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 127 of 135, unchanged
API gateways0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 49 of 66, unchanged
API management0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 38 of 61, unchanged
Artifact registries0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 45 of 89, unchanged
ASM0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 94 of 100, unchanged
FinOps0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 56 of 76, unchanged
DLP0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 58 of 89, unchanged
Email security0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 46 of 76, unchanged
Managed Kubernetes0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 27 of 52, unchanged
Managed databases0%0%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Within noiseRank 36 → 48 of 82
Telemetry pipelines0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 92 of 124, unchanged
Threat intel0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 55 of 119, unchanged
UEM0%0%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Within noiseRank 27 → 37 of 53
Vector databases0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 33 of 44, unchanged
ZTNA0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 49 of 66, unchanged

Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.

The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions

By model

How each model treated Google Cloud across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
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ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.502114
GPT-5.4 mini03249
Gemini 3.5 Flash03126
Perplexity Sonar01124
Grok 4.2012249
Mistral Small13329
DeepSeek V4 Flash13015
Llama 4 Maverick00202
Qwen 3.7 Flash04217
Kimi K206118
GLM 4.7 FlashX02204
MiniMax M2.502428
GPT-6 Luna04329
Muse Glimmer 30B02125

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct50 labels3
Paraphrase40 labels1
Comparative50 labels2not counted in share
Budget-constrained36 labels1
Scale-constrained21 labelsNone
Negative56 labels3not counted in share
First choiceAlternativeMentionNegative253 labels in all, every segment counted; 5 of the 10 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“the major hyperscalers (AWS, Microsoft Azure, Google Cloud Platform) generally offer superior reliability” DeepSeek V4 Flash · Cloud hosting · negative prompt · first choice
“Google Cloud Platform (GCP) is known for its data analytics, AI/ML capabilities, and competitive pricing” Mistral Small · Cloud hosting · direct prompt · first choice
“GCP (3rd, fastest-growing ~28% YoY) | Data analytics, AI/ML, containers” Grok 4.20 · Cloud hosting · comparative prompt · first choice
“If analytics, AI, or data-driven workloads are central to your strategy, Google Cloud can be a compelling choice.” GLM 4.7 FlashX · Cloud hosting · paraphrase prompt · alternative

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

“leaders (Apigee/Google, AWS, Azure, MuleSoft, IBM) are more enterprise-heavy/expensive\u2014better for larger mid-market but overkill for many” Grok 4.20 · API gateways · direct prompt · soft negative
“Major AI platforms like OpenAI, Google (DeepMind, Gemini), Anthropic, Meta, and Microsoft have experienced data leaks and security incidents” Mistral Small · AI security · negative prompt · soft negative
“Google Cloud, for example, has had incidents affecting Cloud DNS-related operations and other core cloud services in recent years” GPT-5.4 mini · Managed DNS · negative prompt · soft negative
“Raw hyperscalers like AWS, Google Cloud, and Azure ... require more self-management, and can become expensive” Perplexity Sonar · Cloud hosting · negative prompt · soft negative

Named alongside

The products named in the same answers as Google Cloud, over the 253 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Google Cloud was named but was not.
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ProductSame answerTook the first choice insteadHead to head
Oracle Cloud Infrastructure48 of 2532Not among the top eight
Akamai Connected Cloud43 of 2533Not among the top eight
IBM36 of 2530Not among the top eight
AWS29 of 2530Not among the top eight
Microsoft26 of 2530Not among the top eight
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Google Cloud. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 226 of the 253 answers that named Google Cloud and are not a share of its labels.

Domains cited

digitalocean.com57
atlantic.net56
hostingadvice.com43
g2.com36
aws.amazon.com34
linkedin.com33
techradar.com28
bluehost.com27
cloudzero.com27
hostinger.com27

368 of the 368 domain citations in answers naming Google Cloud came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Search and answers

google.com ranks first on Google for the category's searches. In the answers, Google Cloud takes 2% of first choices and Amazon Web Services takes 32%.
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In search

Google, US estimates
Position for “cloud hosting provider”
1
Position for “cloud hosting providers”
1
Searches for its name, Google
165,000 a month (“google cloud”)
AI search demand for its name, est.
7,596 a month
Organic visits to its site
about 1,800,358,416 a month
Searches its site ranks for
16,240,774 · 2,471,277 in the top three
Sites linking to it
28,655,444
Paid Google search
243 searches its ads show for, about 42,266 clicks and $465,944 a month (estimate)
Ads on GoogleDetailLess
5+ ads · 2 image, 2 text, 1 video · 5 shown in the last 30 days

First shown January 2026, as Google LLC, verified. Ads started 2025-10 to 2026-09: 5 in the year. 115 more by other advertisers linking to it.

On Google's pages: 1 2 3 4

In answers

This edition
Share of first choices
2%
rank 8 of 85 in cloud hosting
Segment leader
32%
Amazon Web Services
First choices
5 across its categories
Named in
253 answers
Its own site cited
in 226 of the answers that named it

Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.

What it publishes

ShowHide
Addresses on google.com
7,607
subdomains included
Content
1,201
counted in the table below
Documentation
137
Product · Integration
18 · 84
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Case study707undated
Blog37202018-12-13
Glossary or explainer5102018-12-13
Comparison35undated
News or press34undated
Template or tool1undated
Podcast or video1undated
How it is countedHide how it is counted

Every page google.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Read September 29, 2026.

Names read as Google Cloud

What the judge wrote, as written, with how often. The vendor table decides that these count as Google Cloud; a claim can dispute any of them.
Google Cloud Platform (GCP) 24Google 13Google Cloud (GCP) 3Google Cloud Platform 3Apigee/Google 1Google (DeepMind, Gemini) 1Google Cloud (Apigee) 1Google Cloud (Chronicle SecOps / Gemini) 1Google Cloud (GKE) 1Google Cloud/Mandiant 1Google/Mandiant Threat Intel 1

Follow Google Cloud

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

The company

Google Cloud is its own company.
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In its own words

Stated by the vendor, not checked
Positioning
AdMob Mediation helps you earn more app revenue, deliver a better user experience, and surface actionable insights — all with automated tools that do the hard work for you.
Not stated on the pages read
Price, starting price, free plan or trial, integrations, certifications, hosting, customers

What Google Cloud's own pages state, read September 28, 2026: google.com, google.com/adwords/express/pricing, google.com/admob/platform.html. A claimed page can correct any of them.

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Google Cloud's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Google Cloud, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for Google Cloud by email, built from the raw record of the edition. It shows:

  • where Google Cloud is named, by buyer and by framing, and which cells hold its first choices;
  • the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
  • its vocabulary against the segment leader's, and the pages the models cited;
  • who was chosen in the answers that did not name Google Cloud, and every reason the record gives;
  • a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
  • one page of published figures cleared to show a buyer.
The subscriber app

A verification link goes to your work email; an address at google.com is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.