Overview
Summary
The useful answer before the supporting detail.
AI modelEnterprise Agent Platform is Google Cloud's comprehensive platform for developers to build, scale, govern, and optimize enterprise-grade AI agents [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform). Technical teams use it to transform enterprise applications and workflows into agentic systems, with tools for agent building, model training, and deployment [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform). The platform provides a unified environment for managing the full agent lifecycle, grounded in enterprise data [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform).
Product identity and positioning
Name, category, positioning, audience, and first-party claims.
- Identity: AI modelEnterprise Agent Platform is Google Cloud's open, comprehensive platform for building and managing enterprise AI agents [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform).
- Core purpose: It enables technical teams to build, scale, govern, and optimize agents that transform enterprise workflows [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform).
- Intended users: Developers, data scientists, and ML engineers building AI-powered applications [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform).
- Product scope: A unified platform including Agent Studio, Model Garden, and MLOps tools, not a single app [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform).
- Positioning: Positioned as an open and integrated AI platform for enterprise-grade agent development [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform).
- Claimed distinction: Provides a comprehensive, unified platform for the entire agent lifecycle, from building to governance [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform).
Use cases and audiences
Who the product serves and the jobs it is designed to handle.
| Audience | Practical use case |
|---|---|
| Developers | Build and deploy enterprise-ready AI agents and applications [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform). |
| Data scientists | Train, tune, and deploy ML models faster with platform tools [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform). |
| ML engineers | Automate and manage ML projects with MLOps tools [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform). |
| Enterprises | Improve search experiences across intranets and customer-facing websites [S36](https://cloud.google.com/products/AI modelenterprise-agent-platform/agent-search). |
| Enterprises | Ground generative AI applications in enterprise data using RAG [S36](https://cloud.google.com/products/AI modelenterprise-agent-platform/agent-search). |
Traffic and search
SEO analysis
Collected Oct 20, 2026cloud.google.com: an estimated 44,081,764 total monthly visits and about 6,684,505 monthly organic visits across 64,031 ranking keywords. Scout crawled 15 pages and measured a technical health score of 98/100.
Search summary
The useful answer before the supporting detail.
Meet your business challenges head on with AI and cloud computing services from Google, including security, data management, and hybrid & multi-cloud. cloud.google.com: an estimated 44,081,764 total monthly visits and about 6,684,505 monthly organic visits across 64,031 ranking keywords. Scout crawled 15 pages and measured a technical health score of 98/100.
- Total traffic (modeled): 44,081,764 monthly visits across all channels.
- Organic search traffic (estimated): 6,684,505 monthly visits from search.
- Strongest sampled ranking: 100 trillion digits of pi at position 1.
- Leading page in the collected evidence: https://cloud.google.com/blog/products/compute/calculating-100-trillion-digits-of-pi-on-google-cloud.
- Closest measured organic competitor: facebook.com, appearing 2 times in the sampled first-page SERPs.
- Technical crawl: 15 pages, health score 98/100.
Website intelligence — Collected evidence
Company identity and positioning
| Page type | Evidence | Source |
|---|---|---|
| other | Meet your business challenges head on with AI and cloud computing services from Google, including security, data management, and hybrid & multi-cloud. | https://cloud.google.com/ |
| other | Get started for free[](https://console.cloud.google.com/freetrial) | https://cloud.google.com/ |
| other | Introducing the developer plugin for AI coding agents | https://cloud.google.com/ |
| other | ](https://cloud.google.com/blog/topics/developers-practitioners/introducing-the-google-cloud-developer-plugin-for-ai-coding-agents) | https://cloud.google.com/ |
| other | Register for our three-part series on how AI ROI Leaders prioritize investments for real business outcomes | https://cloud.google.com/ |
| other | Business leader's guide to agentic work with Gemini for your business | https://cloud.google.com/ |
| other | Early stage funded startups can get up to $350,000 in Cloud credits through the Google for Startups Cloud Program | https://cloud.google.com/ |
| other | Build with the cloud platform designed for developers and AI | https://cloud.google.com/ |
| other | Try Google Cloud with free usage of over 20 products, plus new customers get $300 in free credits on signup. | https://cloud.google.com/ |
| other | Build AI agents and generative AI applications with our fully managed AI platform, over 200 foundation models, and ecosystem of AI partners | https://cloud.google.com/ |
| other | Explore our ecosystem of Gemini products for businesses and developers | https://cloud.google.com/ |
| other | Scale your enterprise workloads and build generative AI apps with AlloyDB for PostgreSQL | https://cloud.google.com/ |
Website intelligence — Scout synthesis
Google Cloud's homepage and key product pages emphasize AI leadership, with prominent messaging around Gemini models, agentic AI, and AI-driven security solutions W1, W2, W5, W6. The pricing page highlights transparent, usage-based pricing with free tier options and committed use discounts W25, W30, W33. The site also showcases a broad range of industry solutions and a strong focus on AI ROI and business outcomes W18, W156, W181.
Domain performance
Modeled total traffic, six-month trend, engagement, countries, and domain identity.
Total website traffic
Six-month trafficModeled monthly visits
Monthly visits44,081,764
Global rank#617
Top-country rankUS #878
Bounce rate37.1%
Pages per visit8.93
Visit duration7m 12s
| Month | Modeled visits |
|---|---|
| 2026-04 | 49,929,818 |
| 2026-05 | 48,812,882 |
| 2026-06 | 47,132,463 |
| 2026-07 | 48,013,217 |
| 2026-08 | 45,933,221 |
| 2026-09 | 44,081,764 |
Top visitor countries
| Country | Name | Traffic share |
|---|---|---|
| US | United States | 19.9% |
| IN | India | 10.1% |
| BR | Brazil | 5.4% |
| JP | Japan | 3.7% |
| KR | Korea, Republic of | 3.5% |
19.9%United States
United States19.9%India10.1%Brazil5.4%Japan3.7%Korea, Republic of3.5%Other57.4%
Domain identity
| Signal | Value |
|---|---|
| Registered | Sep 15, 1997 |
| Last changed | Sep 9, 2019 |
| Expires | Sep 14, 2028 |
| WHOIS server | whois.verisign-grs.com |
| DNSSEC | Not signed |
| Nameservers | NS1.GOOGLE.COM, NS2.GOOGLE.COM, NS3.GOOGLE.COM, NS4.GOOGLE.COM |
Website capture
Organic keywords
Top keywords and an independent Google result page.
Top organic keywords
| Keyword | Volume | CPC | Estimated value |
|---|---|---|---|
| gemini | 131,058,490 | $0.28 | $1,615,690 |
| gemini ai | 19,374,540 | $0.27 | $1,512,960 |
| google cloud | 1,228,420 | $7.52 | $892,090 |
| google translate | 37,327,630 | $0.98 | $737,290 |
| google cloud console | 1,318,560 | $7.75 | $716,530 |
Independent Google result page
Query: 100 trillion digits of pi
| Position | Title | URL | Description |
|---|---|---|---|
| 1 | Calculating 100 trillion digits of pi on Google Cloud | https://cloud.google.com/blog/products/compute/calculating-100-trillion-digits-of-pi-on-google-cloud | Compute Engine improvements like the N2 machine family and 100 Gbps egress bandwidth allowed us to calculate 100 trillion digits of pi—a ... |
| 2 | Pi Delivery | https://pi.delivery/ | In March 2022, we calculated 100 trillion digits of pi using Compute Engine. This is the second time we've used Google Cloud to calculate a record number of ... |
| 3 | How is pi calculated to 100 trillion digits? : r/askmath | https://www.reddit.com/r/askmath/comments/1c1zzz9/how_is_pi_calculated_to_100_trillion_digits/ | How can pi be accurately calculated to 100 trillion digits if we aren’t capable of measuring a circle’s circumference and diameter to 100 ... |
| 4 | New World Record! 100 Trillion digits of π. | https://www.youtube.com/watch?v=nMqdRu9gGGs | Emma Haruka Iwao's records: 2019: 31,415,926,535,897 digits of π 2022: 100,000,000,000,000 digits of π Chudnovsky algorithm |
| 5 | 100000 Digits of Pi | http://www.geom.uiuc.edu/~huberty/math5337/groupe/digits.html | 100,000 Digits of Pi Pi Logo 3.141592653589793238462643383279502884197169399375105820974944592307816406286 ... |
| 6 | One Million Digits of Pi On One Page! - Pi Day | https://www.piday.org/million/ | The first 10 digits of pi (π) are 3.1415926535 The first million digits of pi (π) are below. Why not calculate the circumference of a circle using pi here. |
| 7 | Pi calculated to 105 trillion digits, smashing world record | https://www.livescience.com/physics-mathematics/mathematics/pi-calculated-to-105-trillion-digits-smashing-world-record | In April 2023, Solidigm matched the record of 100 trillion digits of pi, which was calculated by Google Cloud in 2022. Before that, the record ... |
| 8 | All 22.4 Trillion Digits of My Pi World Record | https://pi2e.ch/blog/2017/03/10/pi-digits-download/ | Pi is not only 3.1415926535. Get all digits of my pi world record to create music, visualisations, games or scientific publications. |
| 9 | Breaking records: 100 trillion digits of Pi | https://www.youtube.com/watch?v=kYLtFIbO-LU | Breaking records: 100 trillion digits of Pi · Comments. 18. Comment... 5:42. Go to channel Verge Science · How to memorize 70,000 digits of Pi. |
Important pages
Pages earning the most estimated search traffic in the sample.
Website intelligence — Collected evidence
Prioritized website intelligence pages
| Type | Page | Words | Change | URL |
|---|---|---|---|---|
| other | AI and Cloud Computing Services \ | static | 1,373 | new |
| pricing | Pricing Overview \ | playwright | 3,067 | new |
| pricing | Cloud Key Management Service pricing \ | playwright | 3,443 | new |
| pricing | Get Cloud Billing support \ | Google Cloud Documentation | static | 1,515 |
| pricing | Agent Platform Pricing \ | playwright | 4,608 | new |
| pricing | Flexible billing and cost controls for agents on Google Cloud \ | playwright | 1,977 | new |
| features | Cloud solutions \ | playwright | 3,192 | new |
| features | Gemini platform \ | playwright | 3,384 | new |
| features | Agentic SOC \ | playwright | 3,138 | new |
| features | AI and Machine Learning Solutions \ | static | 1,569 | new |
| features | APIs and Applications \ | static | 1,384 | new |
| features | Application Migration \ | static | 1,507 | new |
| features | AI Application Modernization \ | static | 1,291 | new |
| features | Automotive \ | static | 3,719 | new |
| other | Looker: AI Business Intelligence & Embedded Analytics \ | static | 2,178 | new |
Features
Pricing and plans
| Page type | Evidence | Source |
|---|---|---|
| pricing | Google Cloud pricing | https://cloud.google.com/pricing |
| pricing | Save money with Google Cloud’s transparent and innovative approach to pricing. Estimate your costs with our pricing calculator or contact us to get a quote for your organization. | https://cloud.google.com/pricing |
| pricing | Request a quote[](https://cloud.google.com/contact/quote?referrer=pricing) | https://cloud.google.com/pricing |
| pricing | Get started for free[](https://console.cloud.google.com/freetrial) | https://cloud.google.com/pricing |
| pricing | Start running workloads for free | https://cloud.google.com/pricing |
| pricing | Create an account to evaluate how Google Cloud products perform in real-world scenarios. New customers get $300 in free credits to run, test, and deploy workloads, including Google-recommended, pre-built solutions. All customers can use 20+ products for free, up to monthly usage limits. | https://cloud.google.com/pricing |
| pricing | in free credits | https://cloud.google.com/pricing |
| pricing | free products | https://cloud.google.com/pricing |
| pricing | With Google Cloud’s pay-as-you-go pricing structure, you only pay for the services you use. No up-front fees. No termination charges. Pricing varies by product and usage—view detailed price list. | https://cloud.google.com/pricing |
| pricing | Control your spending with budgets, alerts, quota limits, and other free cost management tools. Optimize costs with actionable, AI-powered intelligent recommendations and custom dashboards that display cost trends and forecasts. | https://cloud.google.com/pricing |
| pricing | We’re here to help with free 24/7 billing support. | https://cloud.google.com/pricing |
| pricing | Understand how your costs can fluctuate based on location, workloads, and other variables with the pricing calculator. Or get a custom quote by connecting with a sales representative. | https://cloud.google.com/pricing |
| pricing | Get free credits | https://cloud.google.com/pricing |
| pricing | From ideation to launch and beyond, build with us and get access to the best of Google. Startups can get up to $350,000 in Cloud credits through the Google for Startups Cloud Program to continue scaling with customized support and solutions. | https://cloud.google.com/pricing |
| pricing | Migration assessment: Estimate the cost of migration and get an end-to-end plan. | https://cloud.google.com/pricing |
| pricing | Request free migration assessment | https://cloud.google.com/pricing |
| pricing | Contact sales[](https://cloud.google.com/contact/) | https://cloud.google.com/pricing |
| pricing | Try it free | https://cloud.google.com/pricing |
| pricing | Sign in | https://cloud.google.com/pricing |
| pricing | Start free[](https://console.cloud.google.com/freetrial) | https://cloud.google.com/pricing |
Integrations and supported platforms
No supporting public-page evidence was collected for this category.
Product and company updates
No supporting public-page evidence was collected for this category.
Website intelligence — Scout synthesis
First-party claims:
- The homepage (cloud.google.com/) is the primary entry point, featuring AI and cloud computing services W1.
- The pricing page (cloud.google.com/pricing) provides detailed pricing information, including free tier and cost management tools W25, W37.
- The solutions page (cloud.google.com/solutions) lists industry-specific solutions W145.
- The Gemini platform page (cloud.google.com/products/gemini-enterprise-agent-platform) highlights agentic AI capabilities W169.
- The Agentic SOC page (cloud.google.com/solutions/security/agentic-soc) focuses on AI-driven security operations W193.
Scout inference: These pages are likely high-value for SEO due to their comprehensive content and clear calls-to-action (e.g., "Get started for free", "Contact sales") W3, W4, W26, W27.
Rank tracking
Persistent keyword baselines and position movement.
This analysis created the first position baseline at 2026-10-20T19:59:42.301Z. Movement appears after the next fresh analysis using the same location and language.
Website intelligence — Scout synthesis
First-party claims:
- The homepage title is "AI and Cloud Computing Services | Google Cloud" W1.
- The pricing page title is "Pricing Overview | Google Cloud" W25.
- The Cloud KMS pricing page title is "Cloud Key Management Service pricing | Google Cloud" W49.
- The Agent Platform pricing page title is "Agent Platform Pricing | Google Cloud" W97.
Scout inference: These pages are likely optimized for branded and product-specific keywords, which may be tracked for ranking performance. No rank tracking data is available in the catalog.
Features
Features and capabilities
Core functions and evidence-backed product capabilities.
| Capability | What it does |
|---|---|
| Agent building | Build and customize agents using frameworks like the Agent Development Kit (ADK) [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform). |
| Model access | Access large generative AI models, including AI model Argon, via Agent Studio [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform). |
| Model discovery | Discover, test, and deploy open-source models through Model Garden [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform). |
| MLOps tools | Automate, standardize, and manage ML projects with purpose-built MLOps tools [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform). |
| Model evaluation | Assess generative AI models with enterprise-grade, data-driven evaluation tools [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform). |
| Agent Search | Build custom search engines and ground AI applications in enterprise data with RAG [S36](https://cloud.google.com/products/AI modelenterprise-agent-platform/agent-search). |
| Notebooks | Use Colab Enterprise or Workbench notebooks integrated with BigQuery for data and AI workloads [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform). |
Integrations and ecosystem
Connected products, exports, APIs, and workflow compatibility.
| Integration or interface | Type | What it enables |
|---|---|---|
| AI modelAPI | API | Access AI modelmodels programmatically for content generation [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform). |
| Python SDK | SDK | Train models and interact with the platform using Python [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform). |
| Agent Search API | API | Integrate search directly into applications via API [S36](https://cloud.google.com/products/AI modelenterprise-agent-platform/agent-search). |
| Vector Search | Integration | Link embeddings to perform nearest neighbor search [S36](https://cloud.google.com/products/AI modelenterprise-agent-platform/agent-search). |
| BigQuery | Integration | Provides a single surface across data and AI workloads in notebooks [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform). |
| Agent Development Kit (ADK) | Framework | Build and customize sophisticated agents [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform). |
Pricing
Pricing and plans
Published plans, free access, trials, credits, and pricing limitations.
| Plan or offer | Verified price and billing | Included | Limits |
|---|---|---|---|
| AI model tuning | $0.01 / 1,000 tokens, pay as you go S10 | Supervised and reinforcement learning fine-tuning S10 | Tuned endpoint priced 1.5× base model S10 |
| AI model tuning | $0.025 / 1,000 tokens, pay as you go S10 | Supervised fine-tuning S10 | Not established S10 |
| AI model Lite tuning | $0.0015 / 1,000 tokens, pay as you go S10 | Supervised and preference tuning S10 | Not established S10 |
| Gemma 3 27B IT tuning | $6.83 / 1M tokens, pay as you go S10 | Supervised fine-tuning S10 | Open model S10 |
| Llama 3.3 70B tuning | $6.72 / 1M tokens, pay as you go S10 | Supervised fine-tuning S10 | Open model S10 |
| Compute Engine VM instances | Per-hour pricing based on machine type and region [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform) | Compute resources [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform) | Minimum 1 minute billing, then per-second S27 |
| New customer credits | Up to $300 in free credits [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform) | Trial usage of AI modelplatform and other Google Cloud products [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform) | Not established [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform) |
Competition
Competitive landscape
Domains competing for the same organic search demand.
Sampled competitors
| Competitor | First-page appearances | Sampled queries | Average position | Queries observed |
|---|---|---|---|---|
| facebook.com | 2 | 1 | 5 | 100 trillion digits of pi |
| cosmiclog.com | 1 | 1 | 1 | 100 trillion digits of pi |
| noaa.gov | 1 | 1 | 1 | 3 types of cloud |
| angio.net | 1 | 1 | 2 | 100 trillion digits of pi |
| azure.microsoft.com | 1 | 1 | 3 | 3 types of cloud |
| apac.kioxia.com | 1 | 1 | 4 | 100 trillion digits of pi |
| weather.gov | 1 | 1 | 4 | 3 types of cloud |
| reddit.com | 1 | 1 | 5 | 100 trillion digits of pi |
| jpl.nasa.gov | 1 | 1 | 5 | 3 types of cloud |
| digitsofpi.org | 1 | 1 | 6 | 100 trillion digits of pi |
Website intelligence — Collected evidence
Customers, testimonials, and first-party review claims
No supporting public-page evidence was collected for this category.
Independent review sources discovered
Website intelligence — Scout synthesis
First-party claims:
- Google Cloud claims to save money over other providers through automatic savings and committed use discounts W33.
- The homepage mentions "Outpace adversaries in the AI era with Google AI Threat Defense" W5.
- The Agentic SOC page states that Google Security Operations provides "Gemini-native agentic defense" to handle workflows like alert triage and threat hunting W195.
Scout inference: Google Cloud positions itself as a leader in AI and security, with a strong emphasis on agentic AI and threat defense, which may be used to differentiate from competitors W5, W195.
Backlink profile
Authority and referring-domain signals.
Backlink comparison profile
- Domain rating: 100/100
- Backlinks: 32,938,198
- Referring domains: 263,714
- Dofollow backlinks: 85.0%
- Dofollow referring domains: 90.0%
Collection decision
The Scout search index remains intentionally excluded from automatic Scout analysis. This Scout traffic model profile costs 5 credits (0.5 cents) and is included in the first comparison run so its usefulness can be judged before the recurring collection is finalized.
Website intelligence — Scout synthesis
First-party claims:
- The homepage includes links to blog posts and resources, such as the Data Agent Kit blog and the ROI of AI report W13, W19.
- The pricing page links to the pricing calculator and cost management tools W25, W37.
- The solutions page links to the Solutions Center and architecture pages W145, W148.
Scout inference: The site has a rich internal linking structure to authoritative resources, which may contribute to a strong backlink profile. However, no external backlink data is available in the evidence catalog.
AI visibility
Measured ChatGPT and Google AI mentions with cited sources.
AI-assistant referral traffic
- Estimated current generative-AI referral share: 2.7%
| Month | Traffic share | Source |
|---|---|---|
| — | — | All AI assistants |
| — | — | All AI assistants |
| — | — | All AI assistants |
Website intelligence — Collected evidence
Site-stated AI capabilities
| Page type | Evidence | Source |
|---|---|---|
| other | Meet your business challenges head on with AI and cloud computing services from Google, including security, data management, and hybrid & multi-cloud. | https://cloud.google.com/ |
| other | Introducing the developer plugin for AI coding agents | https://cloud.google.com/ |
| other | ](https://cloud.google.com/blog/topics/developers-practitioners/introducing-the-google-cloud-developer-plugin-for-ai-coding-agents) | https://cloud.google.com/ |
| other | Register for our three-part series on how AI ROI Leaders prioritize investments for real business outcomes | https://cloud.google.com/ |
| other | Build with the cloud platform designed for developers and AI | https://cloud.google.com/ |
| other | Build AI agents and generative AI applications with our fully managed AI platform, over 200 foundation models, and ecosystem of AI partners | https://cloud.google.com/ |
| other | Explore our ecosystem of Gemini products for businesses and developers | https://cloud.google.com/ |
| other | Scale your enterprise workloads and build generative AI apps with AlloyDB for PostgreSQL | https://cloud.google.com/ |
| features | Data storage, AI, and analytics solutions for government agencies. | https://cloud.google.com/solutions |
| features | AI, analytics, and app development solutions designed for EdTech. | https://cloud.google.com/solutions |
| features | The Google Cloud agentic SOC is here. Automate the manual toil of security operations and free-up your team to focus on high-value, high-impact work. Fight AI-enabled attackers with machine scale and speed. | https://cloud.google.com/solutions/security/agentic-soc |
| features | Google Security Operations provides Gemini-native agentic defense to help autonomously handle workflows like alert triage, threat hunting, and detection engineering. Google Security Operations also supports AI Threat Defense to monitor, detect, and respond to threats from code you do not own or cannot patch. | https://cloud.google.com/solutions/security/agentic-soc |
| features | The Triage and Investigation agent helps prioritize threats by autonomously investigating alerts, enriching them with threat intelligence, and providing a verdict with comprehensive explanations–reducing mean time to resolution. It can help security analysts automate decision-making, alert closure, and remediation flows, allowing them to spend more time prioritizing high-priority threats instead of false positives. | https://cloud.google.com/solutions/security/agentic-soc |
| features | Agentic automation can help contain attacks by combining dynamic AI agents—which autonomously gather evidence and reason through complex alerts—with deterministic enterprise playbooks. This hybrid approach ensures that analysts remain in absolute control of critical, high-impact actions while using AI to safely automate decision-making and remediation workflows. | https://cloud.google.com/solutions/security/agentic-soc |
| features | The Threat Hunting agent proactively searches your environment for novel attack patterns and stealthy behaviors that bypass traditional defenses, leveraging intelligence from Mandiant, VirusTotal, and Google to find adversaries before they strike. | https://cloud.google.com/solutions/security/agentic-soc |
| features | Leveraging AI agents for security | https://cloud.google.com/solutions/security/agentic-soc |
| features | ](https://reprint.forrester.com/reports/panning-for-gold-how-to-evaluate-generative-ai-capabilities-in-security-tools-f1ce79af/index.html) | https://cloud.google.com/solutions/security/agentic-soc |
| features | See how Google SecOps customers are using AI today | https://cloud.google.com/solutions/security/agentic-soc |
| features | ](https://cloud.google.com/blog/products/identity-security/next26-redefining-security-for-the-ai-era-with-google-cloud-and-wiz#:~:text=seconds%20with%20Gemini.-,%E2%80%9C,-Operational%20resilience%20and) | https://cloud.google.com/solutions/security/agentic-soc |
| features | At Google, AI is in our DNA. In partnership with Google Cloud, business leaders can leverage the power of purpose-built AI solutions to transform their organizations and solve real-world problems. | https://cloud.google.com/solutions/ai |
These are first-party product claims, not independent measurements of AI-search visibility.
Website intelligence — Scout synthesis
First-party claims:
- The homepage prominently features AI-related content, including Gemini 4 Argon, AI Threat Defense, and AI ROI reports W5, W6, W18.
- The Gemini platform page describes capabilities for building enterprise-ready agents and apps W171.
- The Agentic SOC page details AI agents for security operations W193.
- The AI solutions page lists pre-built AI solutions like document summarization and RAG chat apps W222, W228.
Scout inference: Google Cloud has a strong AI-focused web presence, with multiple pages dedicated to AI products and solutions, which likely enhances its visibility in AI-related search queries W1, W217.
Marketing opportunities
Actions calculated directly from the collected evidence.
| Opportunity | Recommended action | Evidence |
|---|---|---|
| Competitor gap | Review the sampled queries where facebook.com appears. | 2 first-page appearances across 100 trillion digits of pi |
Website intelligence — Collected evidence
Website evidence gaps
- integrations: no usable public page was collected; verify whether the site publishes this evidence.
- customers: no usable public page was collected; verify whether the site publishes this evidence.
- reviews: no usable public page was collected; verify whether the site publishes this evidence.
- changes: no usable public page was collected; verify whether the site publishes this evidence.
- identity: no usable public page was collected; verify whether the site publishes this evidence.
- technical: no usable public page was collected; verify whether the site publishes this evidence.
Website intelligence — Scout synthesis
First-party claims:
- The homepage promotes a $300 free credit and free tier products W2, W24.
- The pricing page highlights a startup program with up to $350,000 in Cloud credits W43.
- The homepage includes a call-to-action for a hands-on Gemini event W14.
- The pricing page offers a free migration assessment W47.
Scout inference: These offers and resources present clear marketing opportunities to capture leads and drive conversions, especially for new users and startups W2, W43, W47.
Trust and proof
Customers, proof, and reviews
Published proof, customer signals, and review evidence.
Independent reviews
| Platform | Page | How it was found | Note |
|---|---|---|---|
| Should I Use It | Google Cloud Review 2026: Pricing & Pros / Should I Use It | Grounded web search | Buy it if you ... - − Called "solid but expensive" for cloud infrastructure - − Pricing becomes complex fast, reviewers warn - − Trustpilot rates Google "Bad" at 1.4/5 with billing complaints - − Reddit threads document support frustrations and avoid-it warnings - − 2025-26 brought patched CVEs and a Salesforce-linked breach ... - Value for money: 2/5. IT Pro calls it 'solid but expensive' - Ease of use. No clear usability evidence in sources - Feature depth: 4/5. Huge catalog: AI, data, securit |
| cloud.google.com | Chronicle SIEM is a Gartner Peer Insights Customers’ Choice / Google Cloud Blog | Grounded web search | We are thrilled to announce that Google has been designated as a Strong Performer in the 2023 Gartner® Peer Insights™ Voice of the Customer report for Security Information Event Management (SIEM). This report synthesizes verified customer reviews on overall experience, product capabilities, and service & support relative to the market into insights for IT decision makers. We believe this is a good indicator for satisfaction with the vendor’s products in this market. Overall, our reviewers rated |
Customer proof
| Proof type | Named customer or source | Evidence |
|---|---|---|
| Case study | Optimove | customer case study — ## About Optimove Optimove is a relationship marketing hub powering intelligent online interactions. (Optimove Case Study / Google Cloud) |
| Case study | Hardis Group | customer case study — # Hardis Group: Strengthening its leadership in the WMS market with Google Cloud ... (Hardis Group Case Study / Google Cloud) |
| Case study | Military Bank | customer case study — The business soon turned to Apigee from Google Cloud. (Military Bank Case Study / Google Cloud) |
| Case study | cloud.google.com | customer case study — Zeotap is a customer intelligence platform (CIP) that helps brands understand their customers and predict behaviors so that they can improve customer engagement. (Zeotap Case Study / Google Cloud) |
Independent mentions
- Google Cloud customer stories and case studies — companies around the world are choosing Google Cloud to digitally transform their business and build generative AI experiences with confidence and speed. More than 60% of funded gen AI startups, nearly 90% of gen AI unicorns, and nearly 60% of the world's
- Fusionex: Unleashing the power of companies big and small with data analytics and Google Cloud — Fusionex is a Malaysian tech firm creating groundbreaking solutions in AI, machine learning, IoT, and big data analytics. It has a roster of global clients including Samsung, IKEA, and United Airlines. Founded in 2006 by entrepreneur Ivan Teh, it’s listed
- Analyst Reports / Google Cloud — Google is a Leader in the 2026 Gartner® Magic Quadrant™ for Conversational AI Platforms Gartner has named Google a Leader for the second year in a row. Google is furthest in Completeness of Vision and highest in Ability to Execute.
- Google Named a Leader in 2026 Gartner® Magic Quadrant™ for Strategic Cloud Platform Services / Google Cloud Blog — September 3, 2026 ##### Brad Calder For the ninth consecutive year, Gartner® has named Google a Leader in the Gartner Magic Quadrant™ for Strategic Cloud Platform Services, positioned furthest for Completeness of Vision.
External links were grounded in one live web search. Search snippets are leads, not independently scraped page content; rejected links remain available in Review evidence.
Company, security, and trust
Ownership, policies, security signals, and public trust evidence.
| Signal | Finding | Source |
|---|---|---|
| Company and ownership | Not published on the collected pages. | — |
| Contact and support | Not published on the collected pages. | — |
| Legal and privacy | You pay only for compute hours used; if training fails for any reason other than a user-initiated cancellation, you are not billed for the time. You are charged for training time if you cancel the operation. | [source](https://cloud.google.com/products/AI modelenterprise-agent-platform/pricing) |
| Security and compliance | AI modelEnterprise Agent Platform provides the following enterprise security features: VPC peering to limit network access. VPC Service Controls to mitigate the risks of data exfiltration. Customer-managed encryption keys | [source](https://docs.cloud.google.com/AI modelenterprise-agent-platform/machine-learning/training/overview) |
| Uptime and status page | How is Instance uptime measured? | source |
| Domain registered | 1997-09-15 | — |
| Domain expires | 2028-09-14 | — |
Not found on the collected pages: company and ownership, contact and support. This only means Scout did not find it on the pages it read; it says nothing about the company itself.
Documentation and product updates
Help resources, product guidance, and visible changes over time.
| Resource or update | Type | What is available | Date or freshness |
|---|---|---|---|
| Serverless training overview / AI modelEnterprise Agent Platform / Google Cloud Documentation | Documentation | Provides a managed training service that helps you operationalize large scale model training ([source](https://docs.cloud.google.com/AI modelenterprise-agent-platform/machine-learning/training/overview)) | Not dated |
Not found in the collected public sources: public roadmap, changelog or release notes, status page, separate help center or knowledge base.
Technical
Technical and delivery signals
Delivery model, platforms, API, data ownership, reliability claims and release activity.
| Signal | Finding | Source |
|---|---|---|
| Delivery model (cloud, self-hosted, desktop, browser extension) | Cloud-based platform, as it is part of Google Cloud [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform). | [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform) |
| Platforms and apps | Web-based platform; no desktop or mobile apps mentioned [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform). | [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform) |
| API and extensibility (API, SDK, webhooks, MCP, plugins) | Provides AI modelAPI and Python SDK for programmatic access [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform). | [S1](https://cloud.google.com/products/AI modelenterprise-agent-platform) |
| Data ownership and export | Not published on the collected pages. | — |
| Performance and reliability claims | Not published on the collected pages. | — |
| Release activity | Not published on the collected pages. | — |
Measured infrastructure
Domain, certificate, and hosting signals, measured directly.
| Signal | Finding |
|---|---|
| TLS certificate | Google Trust Services, valid, expires 2026-12-21 |
| Security headers | HSTS, CSP, X-Content-Type-Options, X-Frame-Options |
| Headers not served | Referrer-Policy |
| Server header | ESF |
Not measurable: wayback: rate limited by archive.org, ladder stopped after 1 probe(s); rdap: HTTP 404; rdap: exceeded the overall budget; wayback: exceeded the overall budget; tls: exceeded the overall budget; dns: exceeded the overall budget; headers: exceeded the overall budget. A gap here means the lookup was unavailable, not that the finding is negative.
Technical site audit
A bounded multi-page crawl with page-level issues and URLs.
Scout — Bounded technical crawl
- Pages crawled: 15 of 15 maximum
- Technical health: 98/100
- Critical issues: 0
- Warnings: 7
- Notices: 1
Issues
Crawled pages
| Status | Title | H1s | Words | Response | URL |
|---|---|---|---|---|---|
| 200 | AI and Cloud Computing Services \ | Google Cloud | 1 | 4305 | 323 ms |
| 200 | Contact Sales \ | Google Cloud | 0 | 1847 | 1,594 ms |
| 200 | AI Threat Defense \ | Google Cloud | 3 | 5638 | 690 ms |
| 200 | AI model Argon available on Google Cloud \ | Google Cloud Blog | 1 | 1450 | 769 ms |
| 200 | What Google Cloud announced in AI this month – and how it helps you \ | Google Cloud Blog | 1 | 6086 | 720 ms |
| 200 | What’s new in AI infrastructure this month \ | Google Cloud Blog | 1 | 3655 | 227 ms |
| 200 | Customer Stories for AI modeland Google Cloud \ | Google Cloud | 1 | 1261 | 394 ms |
| 200 | What’s New in the Agentic Data Cloud \ | Google Cloud Blog | 1 | 1718 | 189 ms |
| 200 | Data Agent Kit is now GA: Bring Google Data Cloud to any coding agent \ | Google Cloud Blog | 1 | 1639 | 172 ms |
| 200 | Build with AI model \ | Google Cloud | 1 | 1111 | 217 ms |
| 200 | Introducing the Google Cloud Developer Plugin for AI Coding Agents \ | Google Cloud Blog | 1 | 1220 | 207 ms |
| 200 | New research shows how AI ROI Leaders prioritize investments for real business outcomes \ | Google Cloud Blog | 1 | 1569 | 177 ms |
| 200 | Scale your team's impact with AI modelEnterprise \ | Google Cloud | 1 | 301 | 425 ms |
| 200 | Free Trial and Free Tier Services and Products \ | Google Cloud | 1 | 1543 | 196 ms |
| 200 | Google for Startups Cloud Program \ | Google Cloud | 1 | 2388 | 379 ms |
This is a bounded Scout crawl. Core Web Vitals and Lighthouse scores are not claimed unless a dedicated performance audit is connected.
Search Console and Analytics
First-party search and behavioral data connection state.
Modeled acquisition channels
| Channel | Estimated share |
|---|---|
| direct | 36.9% |
| search | 28.5% |
| search organic | 22.5% |
| search paid | 6.0% |
| social | 4.6% |
| social organic | 4.0% |
| social paid | 0.6% |
| referrals | 19.8% |
| paid referrals | 5.0% |
| 2.5% | |
| gen ai | 2.7% |
| affiliate | 0.0% |
| other | 0.0% |
First-party connections
| Integration | Status | Data available after connection |
|---|---|---|
| Google Search Console | Not connected | Clicks, impressions, CTR, average position, queries, pages, countries, and devices |
| Google Analytics | Not connected | Organic sessions, engagement, landing pages, conversions, geography, and devices |
No first-party Search Console or Analytics numbers are shown until the site owner authorizes the corresponding Google account. Scout traffic model values above are modeled estimates, not private analytics totals.
Website intelligence — Scout synthesis
First-party claims:
- The homepage offers a free trial with $300 credit W2.
- The pricing page provides a pricing calculator and cost management tools W25, W37.
- The solutions page includes industry-specific solutions for retail, manufacturing, and automotive W157, W159, W161.
Scout inference: The site likely attracts high-intent traffic from users searching for cloud pricing, AI solutions, and industry-specific use cases. No search console data is available in the catalog.
Limits and method
Limitations and open questions
Known constraints and missing evidence from the collected pages.
The collected pages do not mention any competitors by name. Evidence gaps include lack of customer reviews, security certifications, uptime details, and specific release dates. Pricing details for many services are not fully established, and the platform's integration ecosystem is only partially documented.
Sources, method, and limitations
Evidence inventory, collection method, provider use, and constraints.
This report is based on 9 collected pages from cloud.google.com, including product overview, pricing, and documentation pages. The evidence catalog includes 15 requests to the static provider and 8 to browser rendering, with 7 rendered pages. External proof search was completed but did not verify additional customer or review data. Limitations include incomplete coverage of the full site (9 of 15 pages) and reliance on first-party marketing and pricing pages.
- Official Websitehttps://cloud.google.com/products/gemini-enterprise-agent-platformVerified
- Pricing Pagehttps://cloud.google.com/products/calculatorVerified
- Pricing Pagehttps://cloud.google.com/products/gemini-enterprise-agent-platform/pricingVerified
- Official Websitehttps://docs.cloud.google.com/gemini-enterprise-agent-platform/machine-learning/training/overviewVerified
- Pricing Pagehttps://cloud.google.com/products/compute/pricingVerified
- Pricing Pagehttps://cloud.google.com/storage/pricingVerified
- Official Websitehttps://cloud.google.com/sitemapentries/solutionsVerified
- Official Websitehttps://cloud.google.com/products/gemini-enterprise-agent-platform/agent-searchVerified
- Review Sitehttps://shouldiuse.io/r/cloudVerified
- Articlehttps://cloud.google.com/customers/optimoveVerified
- Articlehttps://cloud.google.com/customers/hardisgroupVerified
- Articlehttps://cloud.google.com/customers/military-bankVerified
- Articlehttps://cloud.google.com/customers?csw=1Verified
- Articlehttps://cloud.google.com/customers/fusionexVerified
- Articlehttps://cloud.google.com/analyst-reportsVerified
- Articlehttps://cloud.google.com/customers/zeotapVerified
- Review Sitehttps://cloud.google.com/blog/products/identity-security/chronicle-siem-is-a-gartner-peer-insights-customers-choiceVerified
- Articlehttps://cloud.google.com/blog/products/compute/google-named-a-leader-in-2026-gartner-magic-quadrant-for-scpsVerified