Cloud governance and policy-as-code automation across AWS, Azure, GCP - built on Cloud Custodian.
Independent, evidence-based scorecards for FinOps and cloud security vendors. Every tool is graded against TGS:001:2026, the 90-item Tool Grading Standard. No advertorials, no pay-to-play.
Cloud governance and policy-as-code automation across AWS, Azure, GCP - built on Cloud Custodian.
FinOps embedded into the Harness DevOps platform - cost in context with deployments.
Multi-cluster Kubernetes management with cost visibility across edge and data center.
LLM observability inside Datadog with cost, latency, quality, and trace context.
Serverless cloud for AI/ML workloads with fine-grained GPU billing.
Enterprise observability with AI-driven causation and emerging cost insights.
Managed Grafana with cost-aware metrics, logs, traces, and infrastructure monitoring.
High-cardinality observability and tracing with usage-based billing.
Unified IT asset management, SaaS spend, and cloud cost.
Software Asset Management as part of the ServiceNow platform.
Modern enterprise planning platform with strong real-time collaboration.
Cloud planning, budgeting, and forecasting integrated with Workday HCM/Financials.
Cloud-delivered endpoint, identity, and cloud workload protection.
Continuous compliance automation for SOC 2, ISO 27001, HIPAA, GDPR, and more.
Azure-native cost analysis, budgets, and recommendations for Azure + AWS workloads.
GCP-wide recommendation engine for cost, security, performance, and reliability.
Multi-cloud FinOps with strong MSP partner ecosystem, allocation, and policy enforcement.
Engineering-team-aligned FinOps with org-aware cost attribution.
AI-driven FinOps automation focused on rightsizing and waste elimination.
Visual cloud architecture and cost diagramming for FinOps and engineering teams.
Argo-based enterprise GitOps platform with K8s cost visibility add-on.
Multi-tenant Kubernetes virtual clusters that drive cost density and developer self-service.
LLM observability and cost tracking with simple proxy-based integration.
Prompt management and observability with cost telemetry per prompt version.
Databricks Mosaic for cost-efficient LLM training and tuning.
End-to-end observability platform with strong cost-management module and security signals.
Enterprise procurement suite with global supplier network.
Configurable enterprise procurement platform.
Enterprise SAM/ITAM with audit defense and compliance focus.
Connected planning platform for FP&A, sales, supply chain, and IT finance.
Climate management platform with audit-grade carbon accounting.
AI-driven SIEM/XDR/SOAR convergence platform from Palo Alto Networks.
Agentless cloud security platform with attack-path analysis.
SideScanning agentless cloud security with full-stack visibility.
Identity-as-a-service with broad SSO/SCIM/MFA coverage.
Industry-leading privileged access management.
Cloud-based VMDR with TruRisk prioritization and broad asset coverage.
Native AWS cost analysis console with allocation and forecasting against billing data.
Centralized AWS recommendations engine consolidating Compute Optimizer, Trusted Advisor, and Cost Explorer signals.
Azure-native recommendation engine for cost, performance, reliability, and security.
Google Cloud native billing console with BigQuery exports, budgets, and committed use discounts.
Enterprise FinOps platform with deep allocation, commitment management, and FOCUS-aligned reporting.
AI-driven application resource management and optimization automation across hybrid cloud.
Engineer-first multi-cloud cost platform with autopilot reporting and Slack-native workflows.
Unit-economics-first FinOps with cost-per-customer, cost-per-feature attribution.
Holistic FinOps platform with unified MegaBill, K8s, SaaS, and AI cost coverage.
Autonomous AWS Savings Plans / RI portfolio management with risk-controlled exchanges.
Predictive optimization for cloud and Kubernetes workloads with deep utilization analytics.
Enterprise cloud management with ITAM/SAM heritage; multi-cloud cost + license management.
Kubernetes autonomous cost optimization with spot bidding and bin-packing automation.
Spot/preemptible instance automation with reliability guarantees across AWS, Azure, GCP.
Multi-account governance, financial management, and compliance for AWS, Azure, GCP.
FinOps platform with deep GCP focus and FOCUS-aligned cost analytics.
AI-driven cost anomaly detection and FinOps analytics with strong forecasting.
Enterprise IT financial management (ITFM) with strong European footprint.
IT financial management and project portfolio with cost-allocation and showback.
Dedicated IT financial management platform for enterprise IT cost transparency.
Multi-cloud cost optimization platform with allocation, forecasting, and recommendations.
Automatic AWS RI/SP and EBS volume optimization with self-tuning algorithms.
Real-time Kubernetes cost monitoring and allocation; OpenCost upstream.
CNCF open-source Kubernetes cost monitoring; FOCUS-aligned standard.
ML-driven Kubernetes resource optimization with automated request/limit tuning.
Enterprise SaaS spend management with discovery, license utilization, renewal tracking.
SaaS intelligence with engagement-data depth and renewal automation.
SaaS management with workflow automation for offboarding, license cleanup.
SaaS buying and procurement service with managed negotiations and benchmark data.
SaaS operations with policy automation, security posture, and license management.
SaaS discovery, governance, and procurement with strong agent-based detection.
SaaS procurement with managed negotiation, vendor management, and approvals.
European SaaS procurement and management platform.
SaaS management with virtual-card-based subscription tracking.
Procurement platform with intake, approval, and SaaS negotiation workflows.
Open-source LLM observability with cost, latency, and quality tracking.
AI gateway with caching, cost control, observability, and routing across LLM providers.
OpenTelemetry-based LLM observability and cost telemetry.
CloudZero module for AI cost attribution per model, per agent, per customer.
Vantage AI cost integrations across OpenAI, Anthropic, and others.
GPU orchestration and fractional GPU sharing for AI workloads.
Managed Ray with cost-aware autoscaling for distributed ML/AI workloads.
Specialty GPU cloud provider for AI/ML at scale.
Cost-efficient GPU cloud and on-prem GPU servers for ML/AI.
Observability with consumption-based pricing and cost analytics.
Splunk observability suite (formerly SignalFx) with cost optimization features.
M3-based metrics platform with strong cost-control story for observability spend.
Continuous intelligence platform spanning observability and security with cost analytics.
Enterprise spend management suite covering procurement, expense, payments, and treasury.
Technology intelligence platform for ITAM, SAM, and SaaS management.
FP&A platform that meets finance teams in their existing spreadsheets.
Strategic finance platform with rich integrations to ERP, CRM, billing.
Carbon and ESG data platform with cloud emissions tracking.
Climate platform with cloud emissions and supply chain carbon tracking.
Industry-leading SIEM with rich detection content and integrations.
Cloud-native SIEM/XDR built on Azure with deep Microsoft ecosystem integration.
Cloud-scale SIEM/SOAR with petabyte-class telemetry retention.
Behavior-based cloud security with anomaly-driven detection.
Comprehensive cloud-native application protection platform.
Container, Kubernetes, and cloud-native security platform.
AI-driven autonomous endpoint and cloud workload protection.
Enterprise EDR/XDR with deep Microsoft ecosystem integration.
Endpoint protection with deep-learning malware detection.
Microsoft cloud identity and access platform (formerly Azure AD).
Exposure management platform spanning vulnerabilities, cloud, identity, OT.
Compliance automation across major frameworks with risk management module.