Training Example: Grafana Labs – Review the Data, Give Your Score & Compare to the Real AI Evaluation

Industry Context — Common BS Fingerprints in Software, SaaS & Tech Products
Generic Claims: the all-in-one platform, trusted by thousands of companies, increase productivity by X percent, save hours every week…
Red Flags: AI claims without explaining what the AI does, customer logos without case study or testimonial evidence, no live product access or demo, SOC 2 claims without audit period or report availability…
Semantic Drift Patterns: homepage claims AI-powered but product is rules-based, claims enterprise-grade but pricing page shows startup tiers only, homepage shows Fortune 500 logos but case studies are small businesses, claims all-in-one but integration page shows critical missing pieces…
Proof Expectations: live product demo or free trial access, specific feature documentation with screenshots, verified customer logos with published case studies, third-party review scores on G2, Capterra, or TrustRadius…

Grafana Labs

(https://grafana.com) 📸 Data Snapshot: May 27, 2026

Analyze the raw signals below. How would a machine score this business’s credibility?

Here are the exact signals captured from up to six pages of the site — the same raw inputs the evaluation engine analyzed. They are grouped by signal type so you can weigh each the way the machine does.

🏗️ Semantic Structure — heading hierarchy & page identity (Info Density · Commodity Fingerprint)
HOMEPAGE Full-stack observability for the agentic era | Grafana Labs | Grafana Labs (https://grafana.com)
Title

Full-stack observability for the agentic era | Grafana Labs | Grafana Labs

Meta

Avoid lock-in and ensure reliability with Grafana Cloud. The AI-powered platform built on open standards unifies metrics, logs, traces, profiles, and business data.

H1 Full-stack observability with actually useful AI
H2 See clearly. Act faster. Spend smarter.
H2  Plug in, not lock in
H2 Observe everything. Solve anything.
H2 Demo time: Try Grafana Cloud
H2 Real stories from real customers
H2 Built on open source. Driven by community.
H2 The open observability cloud
H3 No hype, just actually useful AI™
H3 Cut costs. Only pay for the data that matters.
H3 Break down data silos. Troubleshoot faster.
H3 Products & Solutions
H3 Products & Solutions
H3 Telemetry
H3 Shaping the future of observability
H3 Leader in the 2025 Gartner® Magic Quadrant™ for Observability Platforms
H3 Insights on the state of observability
H3 Biggest updates from GrafanaCON
H3 Shaping the future of observability
H3 Leader in the 2025 Gartner® Magic Quadrant™ for Observability Platforms
H3 Still have questions?
H3 Get every update
H3 Grafana Cloud
H3 Solutions
H3 Integrations
H3 Open Source
H3 Learn
H3 Company
H3 Compare
NAV_HEADER_HEADING_REPEATED_BODY_FOOTER Grafana Pricing | Free, Pro, Enterprise (https://grafana.com/pricing/)
Title

Grafana Pricing | Free, Pro, Enterprise

H1 Send more, charge more is broken. We are changing it.
H2 Pricing Philosophy
H2 Product pricing
H2 Price list overview
H2 Sign-up time
H3 Metrics
H3 Optimize metrics by up to 80%
H3 Logs
H3 Optimize log ingest by up to 50%
H3 Traces
H3 Profiles
H3 Kubernetes Monitoring
H3 Application Observability
H3 Frontend Observability
H3 Database Observability
H3 Grafana Assistant
H3 Synthetics API Testing
H3 Synthetics Browser Testing
H3 Performance Testing (k6)
H3 Grafana Visualization
H3 Grafana Visualization with Enterprise Plugins
H3 Enterprise Plugins
H3 Incident Response & Management (IRM)
H3 Metrics
H3 Logs, Traces, Profiles
H3 Kubernetes Monitoring
H3 Database Observability
H3 Application Observability
H3 Grafana Assistant
H3 Frontend Observability
H3 Synthetics
H3 Performance Testing
H3 Visualization
H3 Incident Response & Management (IRM)
H3 Still have questions?
H3 Get every update
H3 Grafana Cloud
H3 Solutions
H3 Integrations
H3 Open Source
H3 Learn
H3 Company
H3 Compare
H4 FAQ
H4 FAQ
H4 FAQ
H4 FAQ
H4 FAQ
H4 FAQ
H4 FAQ
H4 FAQ
H4 FAQ
H4 FAQ
H4 FAQ
H4 FAQ
H4 FAQ
H4 FAQ
H4 FAQ
HEADING_REPEATED_BODY_FOOTER Kubernetes Monitoring | Grafana Cloud | Grafana Labs (https://grafana.com/products/cloud/kubernetes/)
Title

Kubernetes Monitoring | Grafana Cloud | Grafana Labs

Meta

Use Grafana Cloud for Kubernetes Monitoring across clusters, nodes, and workloads. Correlate across telemetry with AI to detect and resolve issues faster.

H1 Kubernetes Monitoring with Grafana Cloud
H2 Why use Grafana Cloud for Kubernetes monitoring?
H2 Real stories from real customers
H2 Get Kubernetes Monitoring in Grafana Cloud
H2 Part of your Grafana Cloud observability platform
H2 Helpful resources
H2 Frequently asked questions
H2 Why choose Grafana Cloud
H2 The open observability cloud
H3 Accelerate time to value
H3 Automate root cause analysis
H3 Get full-stack visibility
H3 Easy deployment, instant insights
H3 AI-powered Kubernetes analysis
H3 Optimize, analyze, and anticipate resource usage
H3 360 visibility, from clusters to containers
H3 Full-stack observability (Knowledge Graph)
H3 Kubernetes Monitoring documentation
H3 Intro to Kubernetes monitoring in Grafana Cloud
H3 Monitoring Kubernetes: Why traditional techniques aren’t enough
H3 What is Kubernetes monitoring?
H3 What is Grafana Cloud Kubernetes Monitoring?
H3 What are the key features of Grafana Cloud Kubernetes Monitoring? Why choose Grafana Cloud for Kubernetes monitoring?
H3 How quickly can I get started with Grafana Cloud Kubernetes Monitoring?
H3 How do I install and configure Grafana Cloud Kubernetes Monitoring?
H3 Open & unified platform
H3 Cost efficiency
H3 AI & automation
H3 Still have questions?
H3 Get every update
H3 Grafana Cloud
H3 Solutions
H3 Integrations
H3 Open Source
H3 Learn
H3 Company
H3 Compare
HEADING_REPEATED_BODY_FOOTER Grafana Assistant | AI-Powered Observability in Grafana Cloud | Grafana Labs (https://grafana.com/products/cloud/ai-assistant/)
Title

Grafana Assistant | AI-Powered Observability in Grafana Cloud | Grafana Labs

Meta

AI-powered root cause analysis, dashboard creation, and query suggestions with no expertise required.

H1 Grafana Assistant, the Actually Useful AI™ in Grafana Cloud, brings AI-powered observability everywhere you work
H2 Why use Assistant in Grafana Cloud?
H2 Real stories from real customers
H2 Get Assistant in Grafana Cloud
H2 Part of your Grafana Cloud observability platform
H2 Helpful resources
H2 Frequently asked questions
H2 Why choose Grafana Cloud
H2 The open observability cloud
H3 Get started in minutes, not hours
H3 Make observability easy for everyone
H3 Find root causes and fix issues faster
H3 Skip the learning curve and simplify your workflow
H3 Accelerate root cause analysis with agentic investigations
H3 Empower your entire team to take action
H3 Scale securely with the tools you already use
H3 Getting started with Grafana Assistant
H3 How AI helped us find root causes 3.5x faster
H3 Grafana Assistant everywhere
H3 AI Observability in Grafana Cloud
H3 Grafana Assistant: Why you can trust our agent—and yourself—in an era of AI hallucinations
H3 Observing agentic AI workflows with Grafana Cloud, OpenTelemetry, and the OpenAI Agents SDK
H3 What is Grafana Assistant?
H3 What's the difference between Grafana Assistant and other AI tools for observability?
H3 Can non-technical users use Grafana Assistant?
H3 What can Grafana Assistant help me create?
H3 How quickly can I get started with Grafana Assistant?
H3 Open & unified platform
H3 Cost efficiency
H3 AI & automation
H3 Still have questions?
H3 Get every update
H3 Grafana Cloud
H3 Solutions
H3 Integrations
H3 Open Source
H3 Learn
H3 Company
H3 Compare
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE (https://grafana.com) Full-stack observability for the agentic era | Grafana Labs | Grafana Labs
[H1] Full-stack observability with actually useful AI
Grafana Cloud: Cost-efficient by design. Built on open standards. The Free Forever planiGet started free Plans to suit every scaleiCompare plansTrusted by everyone from startups to the Fortune 500
[H2] See clearly. Act faster. Spend smarter.
[H3] No hype, just actually useful AI™
Whether you’re an experienced SRE or new to Grafana, our built-in AI helps you build dashboards, find and fix issues faster, and get instant answers for your most complex queries. All in an easy chat.Grafana Cloud AI Assistant
[H3] Cut costs. Only pay for the data that matters.
Half of telemetry spend is wasted. Grafana Cloud’s Adaptive Telemetry suite automatically identifies the data worth your attention and aggregates the rest, cutting your telemetry costs by up to 80%.Cost optimization
[H3] Break down data silos. Troubleshoot faster.
Too many tools and data silos? Grafana Cloud unifies telemetry signals into one clear map so your teams can move faster and operate with confidence.Full-stack observability
[H2]  Plug in, not lock in
Connect your existing tools and data sources to Grafana Cloud — no rip-and-replace required. Built on open standards like OpenTelemetry and Prometheus, with hundreds of plugins and integrations ready to extend your stack.See integrations
[H2] Observe everything. Solve anything.
Our open observability cloud includes incident response, testing, synthetic monitoring, and more, built on open standards and usable by individual teams or across an organization.
[H3]
[H3] Products & Solutions
AI-Powered ObservabilityFull-Stack ObservabilityCost Management with Adaptive TelemetryNative OpenTelemetry SupportAI Assistant Application ObservabilityKubernetes MonitoringFrontend ObservabilityIncident Response & Management (IRM)Dashboards & Data Visualization Database ObservabilityPerformance & Load TestingSynthetic MonitoringDigital Experience Monitoring (DEM)Infrastructure & Cloud ObservabilitySite Reliability
[H3]
AI-Powered ObservabilityFull-Stack ObservabilityCost Management with Adaptive TelemetryNative OpenTelemetry Support
[H3] Products & Solutions
AI Assistant Application ObservabilityKubernetes MonitoringFrontend ObservabilityIncident Response & Management (IRM)Dashboards & Data Visualization Database ObservabilityPerformance & Load TestingSynthetic MonitoringDigital Experience Monitoring (DEM)Infrastructure & Cloud ObservabilitySite Reliability
[H3] Telemetry
LogsMetricsTracesProfilesSecure. Compliant. Proven.View certificationsFEDRAMP CompliantNATSEC100 CertifiedPCI DSS CompliantA-LIGN CertifiedAICPA SOC Type II VerifiedGDPR Compliant
[H2] Demo time: Try Grafana Cloud
Jump right in, no registration required.Open Grafana Play
[H3] Shaping the future of observability
Grafana Labs CEO Raj Dutt discusses how we're reimagining SaaS economics and simplifying complexity.Watch the keynote
[H3] Leader in the 2025 Gartner® Magic Quadrant™ for Observability Platforms
Gartner evaluated 20 vendors based on their Ability to Execute and Completeness of Vision, and Grafana Labs was positioned furthest in Completeness of Vision.Read more
[H3] Insights on the state of observability
Explore insights from the industry’s largest community-driven survey on the evolving state of observability. Survey results
[H3] Biggest updates from GrafanaCON
AI-powered workflows, new Grafana capabilities, and what’s coming next in open source observability. Everything announced at GrafanaCON 2026 in one place.Learn more
[H3] Shaping the future of observability
Grafana Labs CEO Raj Dutt discusses how we're reimagining SaaS economics and simplifying complexity.Watch the keynote
[H3] Leader in the 2025 Gartner® Magic Quadrant™ for Observability Platforms
Gartner evaluated 20 vendors based on their Ability to Execute and Completeness of Vision, and Grafana Labs was positioned furthest in Completeness of Vision.Read morePrevious slideNext slide
[H2] Real stories from real customers
BlackRockPegasystemsLovableLATAM AirlinesDelivery Hero "This platform is about extracting more information, more connectivity, more value...things that our SREs are beating down the door for us to do. [The constant product evolution] has kept us really excited and we continue to be excited."Olin GayHead of Observability, BlackRock
[H2] Built on open source. Driven by community.
Our community pushes the product forward, inspires new ideas, and helps us create better tools for everyone who cares about data and observability.OSS projectsCommunityCompany infoWelcome to
[H2] The open observability cloud
Built on open source, open standards, and open ecosystemsThe Free Forever planiCreate free accountPlans to suit every scaleiExplore Cloud plans
[IMG: CTA visual]
4780 chars
SUB-PAGE (https://grafana.com/pricing/) Grafana Pricing | Free, Pro, Enterprise
[H1] Send more, charge more is broken. We are changing it.
Grafana Cloud provides an adaptive, composable, and open observability platformwith cost-effective usage-based pricing.If you have any questions, book a convenient time to speak to GrafanaAlways freeAlways$0Perfect for personal projects, exploring new ideas, and early-stage startups. No charges ever.Start freeBenefits:All Grafana Cloud services, with limited usageCommunity support14 days retention for metrics, logs, traces, profiles, & k6 performance testsOn-demandFrom$19
/ month + usageReady for scaling with more retention, basic support, and usage-based pricing.Sign upEverything in Free plus:Pay as you go above the Free tier8X5 email support13 months retention for metrics; 30 days retention for logs, traces, profiles, & k6 performance testsAnnualStarts at$25,000
/ year spend commitA full-service offering for companies with security, compliance, and deployment requirements.Contact usLet’s talk if you’re thinking about:Premium supportCustom retentionDeployment flexibility (Public Cloud, Federal Cloud, or Bring Your Own Cloud)
[H2] Pricing Philosophy
Transparent and fair pricing
[IMG: Work smarter icon]
AdaptiveIn-product tools to only pay for data that is useful.
[IMG: Solve faster icon]
ComposableOpinionated solutions only when they add value.
[IMG: Spend better icon]
OpenOTel native ingestion without custom metrics or vendor lock-in.
[H2] Product pricing
All the details you need to know about pricing and plans.
[IMG: grafana metrics icon]
[H3] Metrics
Fully-managed, highly-scalable metrics service in Grafana Cloud with built-in features to optimize cost.FreeAlways free$0No credit card requiredStart freeActually useful free tier with access to everything that Grafana Cloud has to offer.Limited to 10k active series per month14 days retentionCommunity supportProOn-demand$6.50
/ 1k seriesPay as you go above the Free tierSign upPlatform fee of $19 per month includes:10k active series per month then pay as you go13 months retention8x5 email supportEnterpriseAnnualAs low as $3
/ 1k seriesScalable unit price based on annual commit and volume discountsContact usMinimum commit of $25,000 per year.Custom retentionPremium supportObservability ArchitectDeployment flexibility (Public Cloud, Federal Cloud, or Bring Your Own Cloud)
[H3] Optimize metrics by up to 80%
Pay only for what you useAdaptive Metrics eliminates unused time series data through aggregation and cardinality optimization.Watch Adaptive Metrics at work →
[IMG: the trade desk logo]
Case study:
How The Trade Desk found $1.74M in savings with Adaptive Metrics
[H4] FAQ
What is metrics billable series?Metrics billable series is calculated based on two components: active series and data points per minute (DPM). By understanding these components, you’ll be able to better manage usage and reduce costs for your organization.
See pricing docs –>
Do you provide discounts for higher usage volumes?Yes, we provide volume discounts for enterprise-scale usage. Contact us for more details.
Back to menu
[IMG: grafana logs icon]
[H3] Logs
Fully-managed log aggregation system powered by Grafana Loki. Only pay for data you use with the Adaptive Logs feature.FreeAlways free$0No credit card requiredStart freeActually useful free tier with access to everything that Grafana Cloud has to offer.Limited to 50 GB ingested per month14 day retentionCommunity supportProOn-demand$0.05/GB
Process$0.40/GB
Write$0.10/GB
RetainPay as you go above the Free tierStart freePlatform fee of $19 per month includes:50 GB ingested per month then pay as you go30 days retention8×5 email supportEnterpriseAnnualCustomScalable unit price based on annual commitContact usMinimum commit of $25,000 per year.Custom retentionPremium supportObservability ArchitectDeployment flexibility (Public Cloud, Federal Cloud, or Bring Your Own Cloud)
[H3] Optimize log ingest by up to 50%
Pay only for what you useAdaptive Logs identifies commonly ingested log patterns and creates a set of customized recommendations for dropping unused telemetry.Watch Adaptive Logs at work →
[IMG: teletracking logo]
Case study:
How Teletracking cut log volume by 50% with Grafana Cloud
[H4] FAQ
How do you define process, write, retain?Process: The work done to receive, process and optimize the signals sent by your systems.Write: The work done to write only the useful data to the database.Retain: The work done to retain and protect your stored data over time.
Do you offer retention greater than 30 days?Yes, we have additional retention options available. Contact us for more details.
Do you offer discounts for higher usage?Yes, we provide volume discounts for enterprise-scale usage. Contact us for more details.
Back to menu
[IMG: grafana traces icon]
[H3] Traces
Fully-managed, easy-to-use, highly-scalable, and cost-effective distributed tracing backend.FreeAlways free$0No credit card requiredStart freeLimited to 50 GB ingested per month14 day retentionCommunity supportProOn-demand$0.05/GB
Process$0.40/GB
Write$0.10/GB
RetainPay as you go above the Free tierStart freePlatform fee of $19 per month includes:50 GB ingested per month then pay as you go30 days retention8×5 email supportEnterpriseAnnualCustomScalable unit price based on annual commitContact usMinimum commit of $25,000 per year.Custom retentionPremium supportObservability ArchitectDeployment flexibility (Public Cloud, Federal Cloud, or Bring Your Own Cloud)
[H4] FAQ
How do you define process, write, retain?Process: The work done to receive, process and optimize the signals sent by your systems.Write: The work done to write only the useful data to the database.Retain: The work done to retain and protect your stored data over time.
Do you offer retention greater than 30 days?Yes, we have additional retention options available. Contact us for more details.
Do you offer discounts for higher usage?Yes, we provide volume discounts for enterprise-scale usage. Contact us for more details.
Back to menu
[IMG: grafana traces icon]
[H3] Profiles
Fully-managed continuous profiling tool that gives you a cost-efficient way to better understand the resource usage of code.FreeAlways free$0No credit card requiredStart freeActually useful free tier with access to everything that Grafana Cloud has to offerLimited to 50 GB ingested per month14 day retentionCommunity supportProOn-demand$0.05/GB
Process$0.40/GB
Write$0.10/GB
RetainPay as you go above the Free tierStart freePlatform fee of $19 per month includes:50 GB ingested per month then pay as you go30 days retention8×5 email supportEnterpriseAnnualCustomScalable unit price based on annual commitContact usMinimum commit of $25,000 per year.Custom retentionPremium supportObservability ArchitectDeployment flexibility (Public Cloud, Federal Cloud, or Bring Your Own Cloud)
[H4] FAQ
How do you define process, write, retain?Process: The work done to receive, process and optimize the signals sent by your systems.Write: The work done to write only the useful data to the database.Retain: The work done to retain and protect your stored data over time.
Do you offer retention greater than 30 days?Yes, we have additional retention options available. Contact us for more details.
Do you offer discounts for higher usage?Yes, we provide volume discounts for enterprise-scale usage. Contact us for more details.
Back to menu
[IMG: grafana profiles icon]
[H3] Kubernetes Monitoring
End-to-end Kubernetes observability for performance, health, and cost monitoring.FreeAlways free$0No credit card requiredStart freeActually useful free tier with access to everything that Grafana Cloud has to offer.Limited to 2,232 host hours + 37,944 container hours per monthCommunity supportProOn-demand$0.01
/ per host hour ($7.20/host)$0.0007
/ per container hour ($0.50/container)Pay as you go above the Free tierStart freePlatform fee of $19 per month includes:Includes 2,232 host hours + 37,944 container hours per month then pay as you go (including telemetry generated)8 x 5 email supportEnterpriseAnnualCustomScalable unit price based on annual commitContact usMinimum commit of $25,000 per year.Premium supportObservability ArchitectDeployment flexibility (Public Cloud, Federal Cloud, or Bring Your Own Cloud)
[H4] FAQ
What exactly is a "Host Hour"?A Host is any physical or virtual OS instance sending observability signals (including K8s metrics). It is considered active if it has sent a signal in the last 15 minutes.Your bill is the sum of these active hours throughout the month—meaning you don’t pay for hosts that are spun down over the weekend or during off-peak hours.
When does host hour pricing apply?Host hour billing applies when you opt into the curated experience built off the raw telemetry data.Alternatively, you can opt out of the curated experience and be billed solely based on telemetry storage.
How is this different from included telemetry pricing model?We made this change to give customers more control on telemetry usage and costs.Customers can now use adaptive telemetry to reduce the unused / unwanted telemetry and lower their overall costs.Read more in the documentation.
Back to menu
[IMG: grafana application observability icon]
[H3] Application Observability
Gain application performance insights and reduce MTTR out of the box, with native OpenTelemetry and Prometheus support.FreeAlways free$0No credit card requiredStart freeActually useful free tier with access to everything that Grafana Cloud has to offer.Limited to 2,232 host hoursCommunity supportProOn-demand$0.025
/ per host hour ($18 / host)Pay as you go above the Free tierStart freePlatform fee of $19 per month includes:Includes 2,232 host hours then pay as you go (including telemetry generated)8 x 5 email supportEnterpriseAnnualCustomScalable unit price based on annual commitContact usMinimum commit of $25,000 per year.Premium supportObservability ArchitectDeployment flexibility (Public Cloud, Federal Cloud, or Bring Your Own Cloud)
[H4] FAQ
What exactly is a "Host Hour"?A Host is any physical or virtual OS instance sending observability signals (including K8s metrics). It is considered active if it has sent a signal in the last 15 minutes.Your bill is the sum of these active hours throughout the month—meaning you don’t pay for hosts that are spun down over the weekend or during off-peak hours.
When does host hour pricing apply?Host hour billing applies when you opt into the curated experience built off the raw telemetry data.Alternatively, you can opt out of the curated experience and be billed solely based on telemetry storage.
How is this different from included telemetry pricing model?We made this change to give customers more control on telemetry usage and costs.
Customers can now use adaptive telemetry to reduce the unused / unwanted telemetry and lower their overall costs.
Back to menu
[IMG: frontend observability icon]
[H3] Frontend Observability
Fully-managed real user monitoring (RUM) that provides immediate, clear, actionable insights into the end user experience of web applications.FreeAlways free$0No credit card requiredStart freeActually useful free tier with access to everything that Grafana Cloud has to offer.Limited to 50k sessions per monthCommunity supportProOn-demand$0.75
/ 1k sessionsPay as you go above the Free tierStart freePlatform fee of $19 per month includes:50k sessions per month then pay as you go8×5 email supportEnterpriseAnnualCustomScalable unit price based on annual commitContact usMinimum commit of $25,000 per year.Premium supportObservability ArchitectDeployment flexibility (Public Cloud, Federal Cloud, or Bring Your Own Cloud)
[H4] FAQ
How is this different from included telemetry pricing model?We made this change to give customers more control on telemetry usage and costs. Customers can now use adaptive telemetry to reduce the unused / unwanted telemetry and lower their overall costs.
What is a session?A “session” is defined as the time that a user is spending in a frontend application on and off from start to finish or timeout. A user session is either created or resumed when a user visits and uses the site. A user session ends after a maximum lifetime of 4 hours or after inactivity timeout of 15 minutes. The SDK will automatically create a new user session in any of these situations, if the user returns.
Do you provide discounts for higher usage volumes?Yes, we provide volume discounts for enterprise-scale usage. Contact us for more details.
Back to menu
[IMG: database observability icon]
[H3] Database Observability
Gain deep visibility into database performance and query behavior out of the box, with correlation across your stack.FreeAlways free$0No credit card requiredStart freeActually useful free tier with access to everything that Grafana Cloud has to offer.Limited to 2,232 database host hours (3 database hosts)Telemetry usage counts toward Grafana Cloud free tier allowancesCommunity SupportProOn-demand$0.07
/ host hour (~$51 / host)Pay as you go above the Free tierStart freePlatform fee of $19 per month includes:Includes 2,232 database host hours, then pay as you goTelemetry billed separately.8×5 email supportEnterpriseAnnualCustomScalable unit price based on annual commitContact usMinimum commit of $25,000 per year.Premium supportObservability ArchitectDeployment flexibility (Public Cloud, Federal Cloud, or Bring Your Own Cloud)
[H4] FAQ
What exactly is a "Host Hour" for Database Observability?A database host is any database instance sending monitoring data to Grafana Cloud. It is considered active if it has sent data in the last 15 minutes.Your bill is the sum of active host hours throughout the month, meaning you don’t pay for database instances that are spun down over the weekend or during off-peak hours.
What counts as a database host?Each database server instance counts as one database host – for example, each MySQL or PostgreSQL server, each RDS or Cloud SQL instance, or each node in a database cluster. If you run multiple database instances on a single machine, each instance is counted separately.
Do you provide discounts for higher usage volumes?Yes, we provide volume discounts for enterprise-scale usage. Contact us for more details.
What telemetry costs should I expect?Database Observability generates metrics and logs that are stored in Grafana Cloud. These are billed at standard Grafana Cloud rates for metrics and logs, separate from your host hour usage. You can control telemetry volume by adjusting your collection configuration in Grafana Alloy.
Back to menu
[IMG: grafana assistant icon]
[H3] Grafana Assistant
AI copilot that accelerates onboarding and reduces time spent writing queries—built for Grafana’s observability contextFreeAlways free$0No credit card requiredStart freeActually useful free tier with access to everything that Grafana Cloud has to offer.Limited to 3 active AI users per month (200 messages / user / mo)Community supportProOn-demand$20
/ active AI userPay as you go above the Free t
15000 chars
SUB-PAGE (https://grafana.com/products/cloud/kubernetes/) Kubernetes Monitoring | Grafana Cloud | Grafana Labs
[H1] Kubernetes Monitoring with Grafana Cloud
Get instant visibility, AI-powered insights, and guided fixes across all your Kubernetes clusters.Create free accountDocs
[H3] Accelerate time to value
Get started in minutes, not days, with out-of-the box capabilities to help you configure and troubleshoot your environment at any scale. Optimize resources and get deep spending insights so you keep costs in check
[H3] Automate root cause analysis
Get AI-powered insights to automatically distill signals into clear root causes. And navigate across your clusters without switching tools
[H3] Get full-stack visibility
Connect to Grafana Cloud Knowledge Graph to automatically map relationships, from clusters and pods to the services they run. Pinpoint broader issues to prevent repeat incidents and track system-wide issuesTrusted by everyone from startups to the Fortune 500
[H2] Why use Grafana Cloud for Kubernetes monitoring?
[H3] Easy deployment, instant insights
Deploy in minutes using built-in alerting rules and a Helm chart tailored to your cloud distributionInstantly identify high-priority fleet issues (CPU, memory, image distribution, alerts) with a single snapshotAvoid cardinality explosion using a curated set of opinionated kube-state-metricsAccess correlated metrics and logs/events instantly via shared Prometheus or Loki metadata
[IMG: A configuration menu, with Kubernetes selected]
[IMG: A namespace memory panel, with the Predict memory usage AI button highlighted to clarify where it]
[H3] AI-powered Kubernetes analysis
Get one-click guidance on incidents, broader impacts, and next best actions with actually useful AIRight-size Kubernetes workloads and infrastructure using data-driven AI recommendations
[H3] Optimize, analyze, and anticipate resource usage
Proactively improve resource management by correlating actual usage with limits and requestsDeep dive into usage trends for CPU, memory, GPU, network, logs, and events with historical dataAnticipate demand using resource forecasting powered by machine learningControl costs with cost monitoring based on OpenCost, showing usage and attribution across all componentsGet AI-powered savings suggestions based on your unique resource usage patterns
[IMG: A breakout panel shows CPU usage predictions]
[IMG: A Kubernetes Monitoring dashboard showing CPU usage and other related stats]
[H3] 360 visibility, from clusters to containers
Get a full view of clusters, containers, and jobs with drill-down capabilitiesAccelerate issue resolution using color-coded resource visualizations and side-by-side efficiency comparisons (peak vs. average)Use seamless cluster-to-container navigation for instant container clarity and sizing recommendationsTrack and right-size scheduled/manual jobs using CronJobs and custom jobs insights (color-coded status, run history)
[H3] Full-stack observability (Knowledge Graph)
Seamlessly link metrics, logs, and traces using a unified metadata model for complete context on the state of your systemAccelerate root cause analysis with an interconnected view of your entire infrastructure and application stackEnsure all telemetry is actionable and related to the overall system state
[H2] Real stories from real customers
BackbaseBeeswax“We are using the Kubernetes Monitoring Helm charts developed and maintained by Grafana Labs to manage the Alloy deployments. It allows us the flexibility to extend the configurations in case we need custom integrations, and it also allows us to conditionally enable or disable certain features based on certain customer needs. And with Kubernetes Monitoring Helm charts, it’s really easy to juggle.”Andrei DrumovSystems Engineer, Backbase
[H2] Get Kubernetes Monitoring in Grafana Cloud
Always $0No credit card requiredStart freeActually useful free tier with access to everything that Grafana Cloud has to offer.Limited to 2,232 host hours & 37,944 container hours per monthCommunity support$0.01/ host hour ($7.20/host)$0.0007/ container hour ($0.50/container)Pay as you go above the Free tierSign upPlatform fee of $19 per month includes:2,232 host hours & 37,944 container hours per month then pay as you go (including telemetry generated)8×5 email supportCustomScalable unit price based on annual commitContact usMinimum commit of $25,000 per year.Premium supportObservability ArchitectDeployment flexibility (Public Cloud, Federal Cloud, or Bring Your Own Cloud)See pricing details
[H2] Part of your Grafana Cloud observability platform
Works seamlessly with other Grafana Cloud offerings including:
[IMG: Database Observability]
Database Observability
[IMG: AI Assistant]
AI Assistant
[IMG: Knowledge Graph]
Knowledge Graph
[H2] Helpful resources
[IMG: Orange gradient background with the text]
Docs
[H3] Kubernetes Monitoring documentation
[IMG: Dashboard showing Kubernetes overview with clusters, nodes, namespaces, CPU/memory usage graphs, container images, and firing alerts details.]
Webinar
[H3] Intro to Kubernetes monitoring in Grafana Cloud
Blogs
[H3] Monitoring Kubernetes: Why traditional techniques aren’t enough
[H2] Frequently asked questions
[H3] What is Kubernetes monitoring?
[H3] What is Grafana Cloud Kubernetes Monitoring?
[H3] What are the key features of Grafana Cloud Kubernetes Monitoring? Why choose Grafana Cloud for Kubernetes monitoring?
[H3] How quickly can I get started with Grafana Cloud Kubernetes Monitoring?
[H3] How do I install and configure Grafana Cloud Kubernetes Monitoring?
[H2] Why choose Grafana Cloud
[H3] Open & unified platform
OpenTelemetry-native observability and no lock-in, with out-of-the-box solutions like Kubernetes Monitoring, Application Observability, Grafana SLO, and RUM delivered in one unified experience.
[H3] Cost efficiency
Optimize costs without sacrificing insight with Adaptive Telemetry, which filters out unused data so your budget goes toward what actually drives value. Pair with cost management tools that help you monitor, control, and tune spend.
[H3] AI & automation
Grafana Assistant powers agentic workflows, prebuilt dashboards, intelligent filters, and customized alerts—surfacing the data you need for faster, more efficient incident response. Secure. Compliant. Proven.View certificationsFEDRAMP CompliantNATSEC100 CertifiedPCI DSS CompliantA-LIGN CertifiedAICPA SOC Type II VerifiedGDPR CompliantWelcome to
[H2] The open observability cloud
Built on open source, open standards, and open ecosystemsThe Free Forever planiCreate free accountPlans to suit every scaleiExplore Cloud plans
[IMG: CTA visual]
6560 chars
SUB-PAGE (https://grafana.com/products/cloud/ai-assistant/) Grafana Assistant | AI-Powered Observability in Grafana Cloud | Grafana Labs
[H1] Grafana Assistant, the Actually Useful AI™ in Grafana Cloud, brings AI-powered observability everywhere you work
Grafana Assistant, the Actually Useful AI™ in Grafana Cloud, helps teams investigate incidents, write queries, and understand observability data faster.Use Grafana Assistant from self-managed Grafana (OSS and Enterprise) with one-click connect to Grafana Cloud. Access it from Slack, Teams, or via API, and connect agents through hosted MCP or the gcx CLI.Same assistant. Zero context switching.Create free accountDocs
[H3] Get started in minutes, not hours
Shorten the learning curve: create sophisticated dashboards and queries as easy as chat
[H3] Make observability easy for everyone
From SREs to non-technical team members, anyone can explore data, build dashboards, and investigate system issues confidently
[H3] Find root causes and fix issues faster
Correlate signals across your entire stack to easily surface what broke and why, freeing teams to focus on triage not data huntingTrusted by everyone from startups to the Fortune 500
[H2] Why use Assistant in Grafana Cloud?
[H3] Skip the learning curve and simplify your workflow
Get instant productivity with AI-assisted setup and workflows that cut onboarding timeBuild complex queries and dashboards in seconds through a simple chat interface
[H3] Accelerate root cause analysis with agentic investigations
Stay ahead of incidents with early anomaly detection and correlation with Assistant InvestigationsQuickly understand how issues spread across systems by leveraging the SRE agent and the Grafana Cloud Knowledge GraphGet guided, prioritized next steps to resolve incidents fasterAutomate routine triage so teams can focus on impact
[H3] Empower your entire team to take action
Unblock knowledge silos and empower teams to navigate complex systems with AI insights that reduce the need for deep domain expertiseReduce cognitive load by automating routine tasks like incident summaries, log explanations, and error triage
[H3] Scale securely with the tools you already use
Enforce governance and human oversight at scale with role-based access (RBAC) for investigations, rules, and integrations—supporting EU AI Act expectations around access control, as well as US security frameworks like SOC 2Operate within trusted compliance boundaries by running Assistant inside Grafana Cloud, supporting GDPR requirements in the EU, CCPA requirements in the U.S., and established security practices relied on by US enterprisesWork seamlessly across environments by using Assistant in Grafana Cloud, Slack, Microsoft Teams, and MCP-connected tools, so teams can investigate and collaborate while agents take action. Connect your self-managed Grafana instance with a one-click setup, or use Assistant via API or gcx CLI to extend workflows further.
[H2] Real stories from real customers
LexisNexis Risk SolutionsTransmute DataMasterControl“One of the biggest use cases for us is reducing the cognitive load on engineers. Grafana Assistant helps us get to root cause faster—without needing deep expertise in every part of our complex system. That lowers training time and reduces risk if one of our experts leaves.”Neil WilsonDirector of Software Engineering, LexisNexis Risk Solutions
[H2] Get Assistant in Grafana Cloud
Always $0No credit card requiredStart freeActually useful free tier with access to everything that Grafana Cloud has to offer.Limited to 3 active AI users per month (5 messages / user / mo)Community support$20/ active AI userPay as you go above the Free tierSign upPlatform fee of $19 per month includes:3 active AI users per month (2,000 messages / user / mo) then pay as you go8×5 email supportCustomScalable unit price based on annual commitContact usMinimum commit of $25,000 per year.Premium supportObservability ArchitectDeployment flexibility (Public Cloud, Federal Cloud, or Bring Your Own Cloud)See pricing details
[H2] Part of your Grafana Cloud observability platform
Works seamlessly with other Grafana Cloud offerings including:
[IMG: Full-Stack Observability]
Full-Stack Observability
[IMG: Application Observability]
Application Observability
[IMG: Kubernetes Monitoring]
Kubernetes Monitoring
[H2] Helpful resources
Webinar
[H3] Getting started with Grafana Assistant
Blogs
[H3] How AI helped us find root causes 3.5x faster
Blogs
[H3] Grafana Assistant everywhere
Blogs
[H3] AI Observability in Grafana Cloud
Blogs
[H3] Grafana Assistant: Why you can trust our agent—and yourself—in an era of AI hallucinations
Blogs
[H3] Observing agentic AI workflows with Grafana Cloud, OpenTelemetry, and the OpenAI Agents SDK
[H2] Frequently asked questions
[H3] What is Grafana Assistant?
[H3] What's the difference between Grafana Assistant and other AI tools for observability?
[H3] Can non-technical users use Grafana Assistant?
[H3] What can Grafana Assistant help me create?
[H3] How quickly can I get started with Grafana Assistant?
[H2] Why choose Grafana Cloud
[H3] Open & unified platform
OpenTelemetry-native observability and no lock-in, with out-of-the-box solutions like Kubernetes Monitoring, Application Observability, Grafana SLO, and RUM delivered in one unified experience.
[H3] Cost efficiency
Optimize costs without sacrificing insight with Adaptive Telemetry, which filters out unused data so your budget goes toward what actually drives value. Pair with cost management tools that help you monitor, control, and tune spend.
[H3] AI & automation
Grafana Assistant powers agentic workflows, prebuilt dashboards, intelligent filters, and customized alerts—surfacing the data you need for faster, more efficient incident response. Secure. Compliant. Proven.View certificationsFEDRAMP CompliantNATSEC100 CertifiedPCI DSS CompliantA-LIGN CertifiedAICPA SOC Type II VerifiedGDPR CompliantWelcome to
[H2] The open observability cloud
Built on open source, open standards, and open ecosystemsThe Free Forever planiCreate free accountPlans to suit every scaleiExplore Cloud plans
[IMG: CTA visual]
6018 chars
🛡️ Trust Signals — reviews, proof links, trust-theatre flag (Trust & Proof)
20Review mentions (all pages)
4External proof links (all pages)
PageReviewsProof links
/ (home) 7 1
/pricing/ 0 1
/products/cloud/kubernetes/ 4 1
/products/cloud/ai-assistant/ 9 1
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Homepage schema
{
    "@context": "https://schema.org",
    "@type": "Organization",
    "@id": "https://grafana.com#Organization",
    "name": "Full-stack observability for the agentic era | Grafana Labs",
    "url": "https://grafana.com",
    "logo": {
        "@type": "ImageObject",
        "url": "https://a-us.storyblok.com/f/1022730/512x512/f384919881/grafana-schema-icon.png/m/",
        "width": 512,
        "height": 512
    }
}
/pricing/ — no schema detected (entity gap)
/products/cloud/kubernetes/ — no schema detected (entity gap)
/products/cloud/ai-assistant/ — no schema detected (entity gap)

Your Diagnosis

Before revealing the machine’s verdict, predict the BS score for each signal. Higher = more BS (more fluff, less verifiable substance). Drag each slider, then submit to compare your judgment against the engine.

Information Density 0 / 30
Read the Narrative & headings: do hard facts (prices, dates, numbers) outweigh fluff power-words?
Semantic Coherence 0 / 20
Compare the homepage promise against the sub-page reality. Do they hold the same line?
Trust & Proof 0 / 20
Weigh review mentions against actual external proof links. Claims without verification = theatre.
Commodity Fingerprint 0 / 15
Check headings & narrative against the industry clichés in the setup above.
Identity & Authority 0 / 15
Inspect the schema: is there real Organization/Person identity with sameAs links, or gaps?
Your predicted BS score 0 / 100
💡 Stuck? Reveal the heuristic lens — how the deterministic page-auditor reads each signal (no AI, pure pattern rules)

These are the structural rules a local, deterministic auditor applies — the same lens you can use to judge each signal. They describe what to look for, not this company’s result.

Information Density

Classify each sentence as substantive or hollow. Grounding markers — numbers, currencies, dates, technical units, named entities — outweigh marketing adjectives. When fluff sits right next to hard evidence, the fluff is forgiven.

Semantic Alignment

Pull the main entities out of the H1, then check whether they actually recur through the body. A page that announces one thing and then talks about another drifts. Headings with no real sentences underneath read as pseudo-substance.

Trust & Proof

Count trust words (review, testimonial, rating, verified) against real outbound proof links (Google, Trustpilot, Clutch, G2, Yelp). Lots of trust language with zero verification links is trust theatre. Unlinked logo galleries count against it.

Commodity Fingerprint

Look at how much sentence length varies. Natural writing varies its rhythm; templated or mass-produced copy is statistically uniform. Very low variation reads as commodity content — unless unique named entities break the pattern.

Identity & Authority

Inspect the JSON-LD. Is there an Organization or Person schema, and does it carry sameAs links to real external profiles (LinkedIn, socials)? Missing schema or no identity declaration signals an anonymous entity.

Want to apply this lens yourself? The free BS Indicator Chrome extension runs these heuristic checks live on any page. Bear in mind it is a single-page, deterministic tool — it relies only on pattern rules for the page in front of it and does not perform the cross-page semantic correlation this audit uses, so its readout is a starting lens, not the full verdict.

B
BS Level
Software, SaaS & Tech Products
33.2 Avg BS

Based on 1130 businesses audited.

BS Detector

Software, SaaS & Tech Products BS: Grafana Labs (grafana.com)

https://grafana.com 📍 Industry: Software, SaaS & Tech Products
13 BS / 100

Grafana Labs delivers a masterclass in high-substance technical marketing. By leaning into transparent pricing and specific engineering outcomes, they have reduced their BS score to a level rarely seen in the ‘AI-powered’ SaaS era. The only remaining ‘hot air’ is the slight over-reliance on the ‘Actually Useful AI’ branding gimmick.

Info Density Power-words vs. Substance ratio.
4
13% BS
Semantic Coherence Homepage promise vs. Sub-page reality.
1
5% BS
Trust & Proof Verifiable evidence vs. Trust Theatre.
3
15% BS
Commodity Fingerprint Detection of industry clichés/templates.
4
27% BS
Identity & Authority Expert verifiability & Schema depth.
1
7% BS

To further reduce the score, remove the ‘Actually Useful AI™’ trademarking to avoid looking like a marketing gimmick. Update the 2025 Gartner Magic Quadrant reference to 2026 data to maintain currency as of May 2026. Explicitly link the ‘Agentic AI’ meta-title claims to a technical whitepaper on the homepage hero section to satisfy immediate technical scrutiny.

The website perfectly aligns with the Software, SaaS & Tech Products category, specifically focusing on the observability and monitoring sub-vertical. The content is deeply technical, referencing SRE workflows, telemetry protocols, and cloud infrastructure.

“The score of 13 is driven primarily by the high technical density of the pricing and product pages, which neutralize the typical fluff of the homepage. The 'Commodity Fingerprint' and 'Information Density' pillars received minor penalties only for the use of current market buzzwords like 'agentic era,' despite those claims being largely supported by substance.”

Verified Analysis Date: May 27, 2026 © 1EuroSEO Independent Evaluator — Non-Sponsored Result
Brand AI Reputation