# PointFive > PointFive makes enterprises more efficient across cloud, data, AI, and agents with two products: PointFive OS, the agentic FinOps platform covering 40+ platforms, and TokenShift, the AI agent control plane for your employee workstations. PointFive's platform has two complementary products, PointFive OS and TokenShift; see Products below. ## About PointFive - PointFive OS: The agentic FinOps platform for your cloud, data, and AI. It detects waste with 500+ deep detections (DeepWaste), traces it to its technical cause, and fixes it through Chat (with the Pointer agent), Coworkers and Apps. - TokenShift: the AI agent control plane for your employee workstations. It sees what every AI agent did across every tool, tied to person, repo, PR and ticket; enforces which models, MCP servers, tools and skills are allowed and what each team can spend; and coaches people in the moment. Data is processed on the device. It works alongside your gateway. - Coverage: 40+ platforms and integrations across cloud, data, AI, and agents, including AWS, Azure, Google Cloud, OCI, Kubernetes (EKS, AKS, GKE), Snowflake, Databricks, BigQuery, ClickHouse, MongoDB, Anthropic, OpenAI, xAI, Datadog, and AI coding agents such as Claude Code, Codex, Cursor, and GitHub Copilot. Full list: https://www.pointfive.co/coverage. - Access model: Discovery uses read-only access. Automated remediation uses customer-authorized permissions, and each customer chooses how changes are approved: per change, once for a trusted playbook, or not at all. - Customers include Nubank ($8.2M saved in 9 months) and Dolby. - Recognition: G2 rating 4.9/5; FinOps Foundation member; Governing Board member of the Linux Foundation's Tokenomics Foundation; available on AWS Marketplace and Microsoft Azure Marketplace. - Company: founded by Alon Arvatz (co-founder and CEO), Gal Ben-David (co-founder and CPO) and Amir Hozez (co-founder and CTO); offices in Tel Aviv, New York, Boston and Denver; $100M+ raised. - Pricing: custom enterprise pricing. Contact sales at https://www.pointfive.co/contact. This is the concise index. The complete index, including every Cloud Efficiency Hub entry, is https://www.pointfive.co/llms-full.txt. ## Brand - Names: PointFive (the company), with two products, PointFive OS and TokenShift. One word each, capital F and capital S. - Colors: Ink #1D242D and Cream #FCFCF9. No accent color. - Logo: https://www.pointfive.co/logos/pointfive/pointfive-wordmark.svg on light backgrounds, https://www.pointfive.co/logos/pointfive/pointfive-wordmark-cream.svg on dark. Do not recolor, stretch or add effects. - Typeface: Switzer. ## For AI agents and developers - [Developer resources](https://www.pointfive.co/developers): Public retrieval formats and customer MCP connection documentation. - [Sitemap](https://www.pointfive.co/sitemap.xml): Canonical indexable pages. - [Cloud Efficiency Hub catalogue](https://www.pointfive.co/efficiency-hub/catalogue.json): Every documented cloud cost inefficiency as JSON, with page and Markdown URLs. - [Complete index](https://www.pointfive.co/llms-full.txt): Every public page, including all Cloud Efficiency Hub entries. Public content may be used for search, retrieval, and model training. Preview deployments remain noindex. Markdown variants contain the rendered main content. Screenshots and illustrative UI are examples. Forms require user-directed submission; customer product access requires authentication. ## products - [The agentic FinOps platform | PointFive OS](https://www.pointfive.co/products/pointfive-os.md): The agentic FinOps platform for your cloud, data, and AI. Investigate with Chat, delegate to Coworkers, and build Apps on your organization's data. - [Agentic remediation | PointFive OS](https://www.pointfive.co/products/pointfive-os/agentic-remediation.md): Generate fixes in your IDE or delegate automation to Coworkers in PointFive OS. Turn infrastructure insights into safe, measurable improvements. - [Apps | PointFive OS](https://www.pointfive.co/products/pointfive-os/apps.md): Build production-ready applications with a prompt. Apps run on the same data, integrations, and workflows as the rest of PointFive, execute deterministically as code, and automate work across your engineering organization. - [Coworkers | PointFive OS](https://www.pointfive.co/products/pointfive-os/coworkers.md): Automate infrastructure work safely with Coworkers in PointFive OS, from investigation and reporting to remediation. Your organization defines the work and stays in control. - [DeepWaste technology | PointFive OS](https://www.pointfive.co/products/pointfive-os/deepwaste.md): 500+ deep detections across cloud providers and data platforms. Five layers of waste detection, from surface-level to deep architectural inefficiencies. See how DeepWaste finds cloud and AI waste others miss. - [AI agent control plane for employee workstations | TokenShift](https://www.pointfive.co/products/tokenshift.md): TokenShift is the AI agent control plane for your employee workstations. See how people use AI agents, coach them, and enforce policy where the work happens. ## cloud-ai-efficiency - [Cloud & AI efficiency management | PointFive](https://www.pointfive.co/cloud-ai-efficiency.md): FinOps brings engineering, finance, and business teams together to manage technology spending and its business value. PointFive supports this practice with infrastructure investigation, customer-defined automation, and safe remediation. ## ai-cost-optimization - [AI cost optimization across every cloud | PointFive](https://www.pointfive.co/ai-cost-optimization.md): Optimize AI costs on Amazon Bedrock, Azure OpenAI, and Gemini Enterprise Agent Platform with spend visibility, team allocation, and continuous optimization. ## coverage - [Coverage | PointFive](https://www.pointfive.co/coverage.md): Explore PointFive's ecosystem across cloud infrastructure, AI services, data platforms, agent environments, and connected tools. - [AWS cost optimization and remediation | PointFive](https://www.pointfive.co/coverage/aws.md): Optimize AWS costs with waste detection across EC2, RDS, S3, EBS, Lambda, EKS and more. PointFive delivers cost visibility, intelligent savings, and verified ROI for AWS environments. - [Azure cost optimization and remediation | PointFive](https://www.pointfive.co/coverage/azure.md): Optimize Azure costs across VMs, AKS, SQL, Cosmos DB, Azure OpenAI and more. PointFive delivers cost visibility, DeepWaste savings detection, and verified ROI for Azure environments. - [Databricks cost optimization and remediation | PointFive](https://www.pointfive.co/coverage/databricks.md): Optimize Databricks costs across clusters, jobs, storage, and ML serving. PointFive delivers DBU cost visibility, DeepWaste detection, and verified savings for Databricks environments. - [GCP cost optimization and remediation | PointFive](https://www.pointfive.co/coverage/gcp.md): Optimize Google Cloud costs across Compute Engine, GKE, Cloud SQL, BigQuery, Cloud Run and more. PointFive delivers DeepWaste savings detection and verified ROI for GCP environments. - [Kubernetes cost optimization without agents | PointFive](https://www.pointfive.co/coverage/kubernetes.md): Optimize Kubernetes costs across Amazon EKS, Azure Kubernetes Service (AKS), and Google Kubernetes Engine (GKE). PointFive delivers agentless Kubernetes visibility, workload rightsizing, and verified savings, no agents required. - [OCI cost optimization in your multi-cloud view | PointFive](https://www.pointfive.co/coverage/oci.md): Understand and optimize Oracle Cloud Infrastructure costs alongside AWS, Azure, and GCP, with visibility, anomaly detection, optimization, and approved automated remediation. - [Snowflake cost optimization and remediation | PointFive](https://www.pointfive.co/coverage/snowflake.md): Optimize Snowflake costs across warehouses, storage, compute credits, and queries. PointFive delivers cost visibility, DeepWaste detection, and verified savings for Snowflake environments. ## compare - [Compare cloud and AI efficiency tools | PointFive](https://www.pointfive.co/compare.md): Side-by-side comparisons of PointFive OS with the cloud cost, FinOps, and optimization tools teams evaluate it against, based on each vendor's published documentation. - [PointFive vs. Adaptive6: cloud and AI efficiency compared](https://www.pointfive.co/compare/adaptive6.md): A PointFive-authored comparison of Adaptive6 and PointFive OS, covering documented capabilities and evaluation criteria. - [PointFive vs. AWS Cost Explorer: cloud and AI efficiency compared](https://www.pointfive.co/compare/aws-cost-explorer.md): AWS Cost Explorer analyzes AWS cost and usage and provides EC2 rightsizing and commitment recommendations. PointFive OS combines infrastructure investigation with customer-defined automation and approved execution through Coworkers. Compare the analysis and implementation paths required for your environment. - [PointFive vs. Azure Advisor: cloud and AI efficiency compared](https://www.pointfive.co/compare/azure-advisor.md): Azure Advisor analyzes Azure resource configuration and usage to recommend improvements. Quick Fix can remediate specific recommendations. PointFive OS combines DeepWaste investigation with customer-defined automation and approved execution through Coworkers. - [PointFive vs. Cast AI: cloud and AI efficiency compared](https://www.pointfive.co/compare/cast-ai.md): A PointFive-authored comparison of Cast AI and PointFive OS, covering documented capabilities and evaluation criteria. - [PointFive vs. Cloudability: cloud and AI efficiency compared](https://www.pointfive.co/compare/cloudability.md): A PointFive-authored comparison of Cloudability and PointFive OS, covering documented capabilities and evaluation criteria. - [PointFive vs. CloudHealth: cloud and AI efficiency compared](https://www.pointfive.co/compare/cloudhealth.md): A PointFive-authored comparison of CloudHealth and PointFive OS, covering documented capabilities and evaluation criteria. - [PointFive vs. CloudZero: cloud and AI efficiency compared](https://www.pointfive.co/compare/cloudzero.md): CloudZero combines cost allocation and unit economics with Optimize recommendations. Its documentation includes AWS and Kubernetes optimization. PointFive OS combines DeepWaste findings, organizational context through Brain, and customer-defined automation with approved execution. - [PointFive vs. Datadog: cloud and AI efficiency compared](https://www.pointfive.co/compare/datadog.md): Datadog Cloud Cost Management connects cost with observability and provides optimization recommendations. It supports workflow automation and, for supported recommendations, Bits Code pull requests. PointFive OS provides infrastructure investigation and customer-defined automation through Coworkers. - [PointFive vs. Finout: cloud and AI efficiency compared](https://www.pointfive.co/compare/finout.md): Finout combines business-level allocation, CostGuard optimization recommendations, and Finout Agents that detect, investigate, and remediate cost issues under configured approvals. PointFive OS brings DeepWaste findings and organizational context into investigation, customer-defined automation, and approved remediation. Evaluate both against the workflows and environments you need to operate. - [PointFive vs. Flexera: cloud and AI efficiency compared](https://www.pointfive.co/compare/flexera.md): A PointFive-authored comparison of Flexera and PointFive OS, covering documented capabilities and evaluation criteria. - [PointFive vs. Harness: cloud and AI efficiency compared](https://www.pointfive.co/compare/harness.md): A PointFive-authored comparison of Harness and PointFive OS, covering documented capabilities and evaluation criteria. - [PointFive vs. IBM Turbonomic: cloud and AI efficiency compared](https://www.pointfive.co/compare/ibm-turbonomic.md): A PointFive-authored comparison of IBM Turbonomic and PointFive OS, covering documented capabilities and evaluation criteria. - [PointFive vs. Kubecost: cloud and AI efficiency compared](https://www.pointfive.co/compare/kubecost.md): A PointFive-authored comparison of Kubecost and PointFive OS, covering documented capabilities and evaluation criteria. - [PointFive vs. nOps: cloud and AI efficiency compared | PointFive](https://www.pointfive.co/compare/nops.md): A PointFive-authored comparison of nOps and PointFive OS, covering documented capabilities and evaluation criteria. - [PointFive vs. ProsperOps: cloud and AI efficiency compared](https://www.pointfive.co/compare/prosperops.md): A PointFive-authored comparison of ProsperOps and PointFive OS, covering documented capabilities and evaluation criteria. - [PointFive vs. ServiceNow: cloud and AI efficiency compared](https://www.pointfive.co/compare/servicenow.md): A PointFive-authored comparison of ServiceNow and PointFive OS, covering documented capabilities and evaluation criteria. - [PointFive vs. Vantage: cloud and AI efficiency compared](https://www.pointfive.co/compare/vantage.md): Vantage offers cost management and a FinOps Agent that can investigate and execute optimizations under configured policies. PointFive OS combines DeepWaste investigation, Brain context, and customer-defined automation through Coworkers. Evaluate the scope and control of each workflow on your environment. ## guides - [Guides | PointFive](https://www.pointfive.co/guides.md): In-depth guides on cloud cost optimization, FinOps, AI workload economics, and engineering efficiency, researched, written, and updated by the PointFive team. - [2026 AI Spending Trends: What's Actually Changing | PointFive](https://www.pointfive.co/guides/2026-ai-spending-trends.md): How engineering organizations are managing AI spend this year: coding agents becoming a top-line cost, governance catching up to adoption, and context... - [Evaluating AI coding-agent cost tools | PointFive](https://www.pointfive.co/guides/ai-coding-agent-cost-tools-2026.md): Compare collection paths, usage attribution, policy controls, and optimization outcomes for the agents your teams use. - [AI Coding Tool Cost Coverage: How It's Priced and Tracked (2026)](https://www.pointfive.co/guides/ai-coding-tool-cost-coverage.md): AI coding tools are one of the fastest-growing lines in engineering budgets. - [AI Cost Optimization Explained (2026): The Four Layers](https://www.pointfive.co/guides/ai-cost-optimization.md): AI cost optimization spans four layers: cloud infrastructure, production AI services, AI in data platforms, and the developer endpoint. What actually works. - [How to Break Down AI Model Costs (2026) | PointFive](https://www.pointfive.co/guides/ai-model-cost-breakdowns.md): Calculate AI costs with separate input, output, and cache rates, avoid infrastructure double-counting, and evaluate cost per successful task. - [How to attribute coding agent costs to teams, projects, and outcomes](https://www.pointfive.co/guides/attribute-coding-agent-costs-teams-projects-outcomes.md): Attribution is just connecting spend to the people and work that created it. - [Best AI Agents for Cloud Cost Optimization (2026) | PointFive](https://www.pointfive.co/guides/best-ai-agents-for-cloud-cost-optimization-2026.md): AI agents for cloud cost optimization compared on a five-level autonomy scale: what each can change, what approvals it needs, and how it is priced. - [Best AWS Cost Optimization Tools (2026): Native vs Third-Party](https://www.pointfive.co/guides/best-aws-cost-optimization-tools-2026.md): AWS cost optimization tools compared for 2026: Cost Explorer, Compute Optimizer and other native tools vs ProsperOps, CloudFix, Vantage, CAST AI and more. - [Best Cloud Cost Optimization Tools (2026): 11 Compared](https://www.pointfive.co/guides/best-cloud-cost-optimization-tools-2026.md): 11 cloud cost optimization tools compared for 2026: agentic FinOps platforms, commitment automation, Kubernetes tools, and native cloud advisors, with pricing. - [Best FinOps Platforms in 2026: 9 Compared | PointFive](https://www.pointfive.co/guides/best-finops-tools.md): Nine FinOps platforms compared for 2026, including CloudZero, Finout, Cloudability, Vantage, nOps, Harness, and Flexera, on allocation, optimization, AI cost. - [Best Snowflake Cost Optimization Tools (2026): 13 Compared](https://www.pointfive.co/guides/best-snowflake-cost-optimization-tools-2026.md): 13 Snowflake cost optimization options compared for 2026: native controls, autonomous warehouse tuning, query routing and FinOps platforms, with pricing. - [Cloud Cost Allocation Tools (2026): A Comparison-Driven Guide](https://www.pointfive.co/guides/cloud-cost-allocation-tools.md): An evaluation of cloud cost allocation tools for teams with incomplete tagging: which platforms allocate at the resource level instead of depending on... - [Cloud Cost Management Explained (2026): Categories and Where CEPM Fits](https://www.pointfive.co/guides/cloud-cost-management-explained.md): Cloud cost management has splintered into overlapping categories. A map of visibility and reporting, FinOps platforms, and waste detection and... - [Cloud Cost Tools to Consider (2026): A Working Reference by Problem](https://www.pointfive.co/guides/cloud-cost-tools-to-consider.md): A working reference list for teams evaluating cloud cost tools, organized by the problem you actually have (waste detection, allocation, commitment... - [Cloud Financial Management in 2026: From Reporting to Operating](https://www.pointfive.co/guides/cloud-financial-management-2026.md): Cloud Financial Management has moved from a reporting function to an operational one. - [Cloud Unit Economics: How to Calculate Cost Per Customer and Cost Per Feature (2026)](https://www.pointfive.co/guides/cloud-unit-economics-cost-per-customer.md): A practical approach to cloud unit economics: what cost per customer and cost per feature actually require before you can calculate them, the pitfalls... - [Cloud Cost Models Compared: AWS, Azure, GCP, Databricks, Snowflake](https://www.pointfive.co/guides/comparing-cloud-cost-models-aws-azure-gcp-databricks-snowflake.md): How billing and discounts differ across AWS, Azure, and GCP, and between Databricks and Snowflake, and why one normalized cost view is hard to build. - [Cursor AI Pricing (2026): Seat Cost vs Usage Cost | PointFive](https://www.pointfive.co/guides/cursor-ai-pricing-2026.md): Cursor's pricing has a predictable seat layer and a variable usage layer. - [How to Right-Size EC2 Instances with AWS Compute Optimizer (2026)](https://www.pointfive.co/guides/ec2-right-sizing-compute-optimizer.md): Evaluate EC2 rightsizing recommendations, supported idle-resource checks, operating requirements, and measured outcomes. - [Best Tools to Track AI Spend Across Teams (2026): Compared](https://www.pointfive.co/guides/finops-tools-for-managing-ai-costs.md): Tools to track and reduce AI and LLM spend across teams in 2026: provider APIs, LLM gateways, observability, FinOps platforms and coding agent tools. - [Using G2 reviews to evaluate cloud cost tools | PointFive](https://www.pointfive.co/guides/g2-cloud-cost-tools-comparison.md): A PointFive-authored framework for reading customer reviews and evaluating cloud cost tools without unsupported rankings. - [GitHub Copilot Cost (2026): What Actually Drives It at Scale](https://www.pointfive.co/guides/github-copilot-cost-2026.md): Understand GitHub Copilot subscriptions, included AI Credits, additional consumption, Actions charges, and the controls that shape total cost. - [How to Automatically Shut Down Non-Production Environments at Night (2026)](https://www.pointfive.co/guides/how-to-automatically-shut-down-non-production-environments.md): Plan non-production schedules, estimate avoidable running costs, and account for storage, commitments, restart rules, and operating costs. - [How to Choose a Cloud Cost Tool (2026) | PointFive](https://www.pointfive.co/guides/how-to-choose-a-cloud-cost-tool.md): A step-by-step approach to picking a cloud cost tool: naming the actual problem first, deciding between visibility, allocation, and remediation, and... - [How to Reduce Cloud Waste: A Practical Process (2026) | PointFive](https://www.pointfive.co/guides/how-to-reduce-cloud-waste.md): A step-by-step process for finding and removing cloud waste: unattached storage, idle load balancers, unused NAT gateways, and oversized instances,... - [Kubernetes Cost Optimization: A Practical Guide (2026)](https://www.pointfive.co/guides/kubernetes-cost-optimization.md): A step-by-step approach to finding and fixing Kubernetes cost problems: separating cluster cost from workload cost, underutilized pods, bin packing,... - [FinOps for AI Agents: A Framework for Cost Allocation and Remediation (2026)](https://www.pointfive.co/guides/managing-ai-agent-costs.md): Apply FinOps to AI agents through visibility, attribution, unit economics, optimization, and governance. - [TokenShift AI Service Integrations: Model Routing and Governance (2026)](https://www.pointfive.co/guides/tokenshift-ai-service-integrations.md): How TokenShift integrates with Anthropic, OpenAI-based coding agents, and MCP servers: model routing policy, tool governance, and audit trails for... - [TokenShift Developer Hub: Installation, Configuration, and Governance (2026)](https://www.pointfive.co/guides/tokenshift-developer-hub.md): The entry point for TokenShift's technical documentation: installation, configuration, admin console reference, and the security model InfoSec teams... - [TokenShift Integrations: Supported Coding Agents and Deployment (2026)](https://www.pointfive.co/guides/tokenshift-integrations.md): TokenShift's integration documentation for each supported AI agent and for workstation deployment: Claude Code, Codex, Cursor, GitHub Copilot CLI,... - [Prompt Compression Tools (2026): Methods and Examples | PointFive](https://www.pointfive.co/guides/top-prompt-compression-solutions-2026.md): Compare prompt compression methods and tools: LLMLingua, retrieval filtering, reranking, compaction, provider caching, research methods, and agent context. - [Token Optimization Tools (2026): Approaches and Examples](https://www.pointfive.co/guides/top-token-optimization-solutions-2026.md): Compare token optimization tools by approach: provider caching and batch, AI gateways, model routing, semantic caching, compression, and agent-local tools. - [Why Your AWS Bill Just Jumped: 8 Root Causes and How to Investigate (2026)](https://www.pointfive.co/guides/why-your-aws-bill-jumped-2026-guide.md): A practical diagnostic guide for engineers and finance teams: the eight most common reasons AWS bills jump month over month, how to confirm each one in... ## case-studies - [Case Studies | PointFive](https://www.pointfive.co/case-studies.md): See how leading enterprises become more efficient across cloud, data, AI, and agents with PointFive. - [Giving engineers ownership of cloud efficiency | PointFive](https://www.pointfive.co/case-studies/blackhawk-network-cloud-efficiency.md): Blackhawk Network brought cost attribution and investigation into one workflow so engineers could act on inefficiencies across EC2, RDS, and S3. - [Investigating cloud waste at enterprise scale | PointFive](https://www.pointfive.co/case-studies/deloitte-cloud-cost-efficiency.md): A software company managing $250M+ in annual cloud spend worked with Deloitte and PointFive to investigate waste across AWS, Azure, and GCP. - [Finding $300K+ in cloud savings within months | PointFive](https://www.pointfive.co/case-studies/dolby-cloud-savings.md): Dolby uncovered waste across S3, EBS, EC2, EKS, and RDS after consolidating its cost tools with PointFive. - [Moving from cloud reporting to remediation | PointFive](https://www.pointfive.co/case-studies/fanatics-commerce-unlocking-cloud-savings-with-pointfive.md): Fanatics Commerce gave engineers ownership and remediation guidance for cost reduction across EC2, S3, RDS, and EKS. - [Making cloud efficiency an engineering priority | PointFive](https://www.pointfive.co/case-studies/net-health-cloud-efficiency.md): Net Health connected recommendations to engineering KPIs and quarterly reviews, delivering approximately $175K in annualized Azure savings. - [How Nubank automated DynamoDB optimization | PointFive](https://www.pointfive.co/case-studies/nubank-dynamodb-optimization.md): Nubank's Storage & Databases team built a pipeline that executed more than 3,000 remediations using PointFive recommendations, with no ongoing engineer involvement. - [Extending cloud efficiency across 45+ business units | PointFive](https://www.pointfive.co/case-studies/nubank-engineering-discipline.md): Nubank added deep waste investigation to its FinOps practice, identifying more than 200 types of waste across AWS. - [Mapping the cost of an LLM pipeline across eight AWS regions](https://www.pointfive.co/case-studies/pwc-ai-training-costs-optimization.md): PwC investigated a 32-billion-parameter training pipeline across five GPU architectures, identifying opportunities to reduce costs by 11-19%. ## about - [About Us | PointFive](https://www.pointfive.co/about.md): PointFive makes enterprises more efficient across cloud, data, AI, and agents. Deep detection and agentic remediation across cloud infrastructure, data platforms, and AI workloads. Meet the team behind the platform. ## faq - [FAQ | PointFive](https://www.pointfive.co/faq.md): Frequently asked questions about PointFive, cloud integrations, platform features, AI automation, pricing, and getting started. ## partners - [Partners | PointFive](https://www.pointfive.co/partners.md): Resell PointFive, build a services practice, or both. Join the infrastructure efficiency platform your practice runs on, no revenue minimum to apply. ## labs - [PointFive Labs: open AI efficiency research](https://www.pointfive.co/labs.md): Meet Amir Hozez and Sarel Weinberger, the team leading PointFive Labs. Explore open research on AI infrastructure cost, with the papers, benchmarks, and data behind the findings. ## efficiency-hub - [AWS, Azure and GCP cost optimization | Cloud Efficiency Hub](https://www.pointfive.co/efficiency-hub.md): Comprehensive library of cloud cost inefficiencies across AWS, Azure, GCP, Databricks, Snowflake & more. Identify and eliminate waste in IaaS and PaaS. - [About the Cloud Efficiency Hub | Cloud Efficiency Hub](https://www.pointfive.co/efficiency-hub/about.md): Cloud Efficiency Hub is the industry's most complete knowledge base of cloud cost inefficiencies. Learn about our mission to help teams eliminate waste across AWS, Azure, GCP and more. - [Cloud cost optimization contributors | Cloud Efficiency Hub](https://www.pointfive.co/efficiency-hub/contributors.md): Meet the cloud cost optimization and FinOps experts contributing to the Cloud Efficiency Hub. Industry leaders sharing insights on AWS, Azure, GCP waste reduction. - [Cloud cost governance: FinOps practices and frameworks](https://www.pointfive.co/efficiency-hub/governance.md): Complete knowledge base of cloud governance best practices for cost optimization. Learn frameworks, policies, and strategies to govern cloud spending across AWS, Azure, and GCP. - [The FinOps forensic operator | Cloud Efficiency Hub](https://www.pointfive.co/efficiency-hub/post/introducing-the-finops-forensic-operator.md): - [AI cost inefficiencies | Cloud Efficiency Hub](https://www.pointfive.co/efficiency-hub/service-category/ai.md): 43 documented AI cost inefficiencies across AWS, GCP, Azure and more, each with detection steps and remediation. - [Compute cost inefficiencies | Cloud Efficiency Hub](https://www.pointfive.co/efficiency-hub/service-category/compute.md): 157 documented compute cost inefficiencies across AWS, Azure, GCP and more, each with detection steps and remediation. - [Databases cost inefficiencies | Cloud Efficiency Hub](https://www.pointfive.co/efficiency-hub/service-category/databases.md): 114 documented databases cost inefficiencies across AWS, MongoDB Atlas, Azure and more, each with detection steps and remediation. - [Networking cost inefficiencies | Cloud Efficiency Hub](https://www.pointfive.co/efficiency-hub/service-category/networking.md): 59 documented networking cost inefficiencies across GCP, AWS, Azure and more, each with detection steps and remediation. - [Other Cloud cost inefficiencies | Cloud Efficiency Hub](https://www.pointfive.co/efficiency-hub/service-category/other.md): 66 documented other cloud cost inefficiencies across Azure, AWS, GCP and more, each with detection steps and remediation. - [Storage cost inefficiencies | Cloud Efficiency Hub](https://www.pointfive.co/efficiency-hub/service-category/storage.md): 92 documented storage cost inefficiencies across Azure, GCP, AWS and more, each with detection steps and remediation. ## blog - [Blog | PointFive](https://www.pointfive.co/blog.md): Insights on cloud and AI cost optimization, FinOps, and engineering efficiency from the PointFive team. - [100% of GCP Environments We Audited Had Cloud Logging Waste. Here's What We Found.](https://www.pointfive.co/blog/100-percent-of-gcp-environments-we-audited-had-cloud-logging-waste.md): Every GCP environment we've analyzed has at least one Cloud Logging inefficiency. - [2025 is Coming: Here's What FinOps and Engineering Teams Should Know](https://www.pointfive.co/blog/2025-is-coming-heres-what-finops-and-engineering-teams-should-know.md): A look at three trends shaping FinOps in 2025: AI-powered reporting, growing PaaS cost complexity, and the increasing technical depth required of... - [34% of Your Snowflake Spend Is Paying for Warehouses Doing Nothing](https://www.pointfive.co/blog/34-percent-snowflake-spend-idle-warehouses.md): Across dozens of enterprise Snowflake environments, 34% of warehouse spend came from warehouses running without executing queries. - [AI cost needs a standards body. It finally has one. | PointFive](https://www.pointfive.co/blog/ai-cost-needs-a-standards-body.md): The Linux Foundation formed the Tokenomics Foundation with 30 organizations and PointFive is on the Governing Board. - [Instant Remediation for Cloud Waste | PointFive](https://www.pointfive.co/blog/ai-for-finops-instant-remediation-for-cloud-waste.md): PointFive bridges the gap between identifying cloud savings and actually implementing them, bringing AI-powered remediation directly into developer... - [Cost Anomaly Detection: Intelligent Alerts With Context and Action](https://www.pointfive.co/blog/anomaly-detection.md): PointFive's Cost Anomaly Detection module combines intelligent detection with immediate context and actionable remediation workflows, transforming... - [Attending a Cloud Event This Season? Come Meet the Team](https://www.pointfive.co/blog/attending-a-cloud-event-this-season-come-meet-the-team.md): PointFive's late-2024 event calendar: FinOps X Barcelona, KubeCon Salt Lake City, and AWS re:Invent Las Vegas. - [AWS Lambda MicroVMs: the foundation AI teams skipped is now rentable](https://www.pointfive.co/blog/aws-lambda-microvms-the-foundation-ai-teams-skipped.md): AWS productized something most teams had been deferring: per-session isolation, fast startup, and retained state in one compute primitive. - [AWS re:Invent 2024 - DeepWaste Detection: Applying Cyber Methodologies to Cost Optimization](https://www.pointfive.co/blog/aws-re-invent-2024-deepwaste-detection-applying-cyber-methodologies-to-cost-optimization.md): A lightning talk from AWS re:Invent 2024 exploring how PointFive applies cybersecurity threat detection methodologies to identify architectural... - [FinOps Advisory: AWS Service Event | PointFive](https://www.pointfive.co/blog/aws-service-event-advisory-report.md): A historical AWS incident advisory: distinguish incident-related costs from SLA eligibility and use the applicable service agreement for credit... - [Azure OpenAI Cost Saving Optimizations | PointFive](https://www.pointfive.co/blog/azure-openai-cost-saving-optimizations.md): Azure OpenAI cost management requires a fresh perspective. Here are four key optimization opportunities for teams running AI workloads. - [FinOps Advisory: Azure Service Event | PointFive](https://www.pointfive.co/blog/azure-service-event-finops-advisory-report.md): An advisory report on the October 29, 2025 Azure outage caused by an Azure Front Door configuration change, covering cost impact analysis, SLA credit... - [Building PointFive: A Weekly Blog Series | PointFive](https://www.pointfive.co/blog/building-pointfive-a-weekly-blog-series.md): Introducing the Building PointFive series, exploring how we create a high-performing engineering organization through vision, mission, and shared values. - [Can You Reduce Your AI Costs by Asking Claude? | PointFive](https://www.pointfive.co/blog/can-you-reduce-your-ai-costs-by-asking-claude.md): You can paste your billing data into Claude and get a list of generic suggestions. - [Introducing Cloud Efficiency Posture Management (CEPM): An Evolution in Cloud Optimization](https://www.pointfive.co/blog/cepm-an-evolution-in-cloud-optimization.md): PointFive describes an approach to infrastructure efficiency that supports FinOps through investigation, engineering context, and remediation. - [Closing Out a Tremendous Year | PointFive](https://www.pointfive.co/blog/closing-out-a-tremendous-year.md): PointFive's December 2024 Efficiency Compass newsletter reflects on a year of major milestones, from seed funding to Series A, and highlights the... - [Cloud Cost Efficiency at Scale: The Power of Automations](https://www.pointfive.co/blog/cloud-cost-efficiency-at-scale-the-power-of-automations.md): Automation transforms FinOps from reactive cost management into a proactive, self-governing financial model. - [Cloud waste detection tools in 2026: how to evaluate them](https://www.pointfive.co/blog/cloud-waste-detection-tools-2026.md): Not every tool that flags waste finds savings you can act on. The cloud waste detection tools that surface real dollars, and fix them, in 2026. - [Coding agent cost management: a radically new practice, and a badly misunderstood one](https://www.pointfive.co/blog/coding-agent-cost-management-discipline.md): Gartner predicts AI coding costs will surpass the average developer's salary by 2028. - [Community-Driven Knowledge Base: Cloud Efficiency Hub Launches to Expand CEPM](https://www.pointfive.co/blog/community-driven-knowledge-base-cloud-efficiency-hub-launches-to-expand-cloud-efficiency-posture-management-cepm.md): The Cloud Efficiency Hub launches as a collaborative knowledge base cataloging over 200 cloud inefficiencies with contributions from more than 70... - [Cost Effectively Scaling Your EKS Cluster with Karpenter](https://www.pointfive.co/blog/cost-effectively-scaling-your-eks-cluster-with-karpenter.md): PointFive shares how they migrated from static EKS Managed Node Groups to Karpenter for dynamic, cost-optimized Kubernetes node provisioning --... - [Data Fabric + Explorer: Ask Questions, Get Cloud Insights](https://www.pointfive.co/blog/data-fabric-explorer-2.md): PointFive's Data Explorer lets teams ask cloud cost questions in plain English and receive validated insights backed by real data, eliminating the need... - [DeepWaste Detection: A Revolutionary Approach to Cloud Cost Optimization](https://www.pointfive.co/blog/deepwaste-detection-a-revolutionary-approach-to-cloud-cost-optimization.md): Traditional cloud cost tools only scratch the surface. DeepWaste Detection uses AI and telemetry analysis to uncover inefficiencies that conventional... - [DeepWaste Detection: How We Apply Cyber Methodologies to Cost Optimization](https://www.pointfive.co/blog/deepwaste-detection-how-we-apply-cyber-methodologies-to-cost-optimization.md): PointFive's DeepWaste Detection borrows from cybersecurity threat detection methodologies to build a continuous detection engine for cloud cost... - [DeepWaste™ AI: Full-Stack, Agentless Optimization for Production AI](https://www.pointfive.co/blog/deepwaste-tm-ai-full-stack-agentless-optimization-for-production-ai.md): Introducing DeepWaste AI, a full-stack AI cost optimization module for LLM services, GPU infrastructure, and AI data platforms across every major cloud. - [Driving Beyond Visibility: Why Action Is the True Currency of FinOps](https://www.pointfive.co/blog/driving-beyond-visibility-why-action-is-the-true-currency-of-finops.md): The 2025 State of FinOps report confirms that workload optimization and waste reduction remain top priorities. - [Driving Engineering Actionability with the OOCA Framework](https://www.pointfive.co/blog/driving-engineering-actionability-with-the-ooca-framework.md): Cloud cost management is fundamentally an engineering challenge, not just a financial one. - [DynamoDB: Bending the Rules of Traditional Databases | PointFive](https://www.pointfive.co/blog/dynamodb-bending-the-rules-of-traditional-databases.md): DynamoDB broke away from traditional relational database constraints with its schema-free design, automatic horizontal scaling, and high availability. - [Efficiency and Cost Savings: Diving Deeper into Cloud Cost Optimization](https://www.pointfive.co/blog/efficiency-and-cost-savings-in-the-cloud-latest-innovations-in-cloud-cost-optimization.md): A look at recent AWS cost optimization developments including the new public IPv4 address fee and Amazon EKS extended Kubernetes version support. - [Efficiency and Innovation: Recent AWS Announcements | PointFive](https://www.pointfive.co/blog/efficiency-and-innovation-recent-aws-announcements.md): A roundup of recent AWS developments including dynamic public IPv4 management on EC2, split cost allocation for EKS, Amazon Q in QuickSight, Bedrock... - [PointFive Efficiency Compass - October 2024 | PointFive](https://www.pointfive.co/blog/efficiency-compass-october-2024.md): The October 2024 edition of the PointFive Efficiency Compass, a monthly roundup of cloud optimization insights, product updates, and industry trends. - [Embarking on PointFive's FOCUS Journey | PointFive](https://www.pointfive.co/blog/embarking-on-pointfives-focus-journey.md): PointFive implements the FOCUS 1.0 specification to deliver standardized multi-cloud cost visibility, unifying billing data across providers into a... - [Enhancing Cloud Cost Optimization: Revisiting FinOps X 2024](https://www.pointfive.co/blog/enhancing-cloud-cost-optimization-revisiting-finopsx-2024.md): PointFive's official introduction at FinOps X 2024, with reflections on FOCUS 1.0 general availability, cloud provider announcements, and the evolving... - [Cloud Is No Longer Only a Math Problem | PointFive](https://www.pointfive.co/blog/finops-for-ai-cloud-is-no-longer-math-problem.md): AI has shifted cloud from an operational concern to a strategic priority. - [The Hidden Economics of Managed LLMs in Azure OpenAI | PointFive](https://www.pointfive.co/blog/finops-for-ai-economics-of-managed-llms-in-azure-open-ai.md): Exploring the cost management challenges unique to managed LLM services in Azure OpenAI, where pricing complexity and limited visibility create... - [Ensure LLM efficiency from the start | PointFive](https://www.pointfive.co/blog/finops-for-ai-ensure-llm-efficiency-from-the-start.md): 82% of executives report significant increases in cloud, SaaS, and GenAI costs, and 68% overspent on GenAI. - [Managing LLM costs in Azure OpenAI | PointFive](https://www.pointfive.co/blog/finops-for-ai-managing-llm-costs-in-azure-openai.md): Connect Azure OpenAI billing with workload usage and outcomes. Explore how FinOps teams can investigate token consumption, provisioned capacity, and AI... - [Understanding GenAI unit economics across clouds | PointFive](https://www.pointfive.co/blog/finops-for-ai-master-your-genai-unit-economics-across-every-cloud.md): PointFive introduces multi-cloud GenAI analysis capabilities, unifying spend and usage data from Amazon Bedrock, GCP Vertex AI, and Azure OpenAI into a... - [Smarter Azure OpenAI cost management | PointFive](https://www.pointfive.co/blog/finops-for-ai-smarter-azure-openai-cost-management.md): Azure OpenAI workloads reshape the cost profile of the cloud. Here are four cost-saving patterns emerging from platform design efforts and technical... - [Measuring generative AI usage and cost | PointFive](https://www.pointfive.co/blog/finops-for-ai-the-tokenomics-frontier.md): How token-level usage data helps organizations understand the cost of generative AI workloads. - [Finding cost savings in Azure compute disks | PointFive](https://www.pointfive.co/blog/finops-for-azure-compute-disks-hidden-cost-optimization.md): Evaluate Azure disk capacity, performance, support constraints, and total cost before changing tiers. - [FinOps Foundation's FOCUS Initiative | PointFive](https://www.pointfive.co/blog/finops-foundations-focus-initiative.md): An overview of the FOCUS specification for standardizing cloud billing data, its benefits for FinOps practitioners, and how organizations like GitLab... - [From Complexity to Clarity: Mastering AWS Commitments for Maximum Cloud Savings](https://www.pointfive.co/blog/from-complexity-to-clarity-mastering-aws-commitments-for-maximum-cloud-savings.md): AWS Reserved Instances and Savings Plans can deliver up to 72% discounts, but navigating their complexity requires the right metrics, centralized... - [Get to Know Taylor Houck: PointFive's New FinOps Specialist](https://www.pointfive.co/blog/get-to-know-taylor-houck-pointfives-new-finops-specialist.md): Taylor Houck shares his path from Business Operations to FinOps -- including driving $2.5M in savings in his first year of cloud optimization -- and... - [GPU cost optimization is not rightsizing | PointFive](https://www.pointfive.co/blog/gpu-cost-optimization-is-not-rightsizing.md): GPU cost optimization spans three layers: accelerator hardware, managed ML, and generative AI services. - [How AI Is Reshaping the Demands on Infrastructure | PointFive](https://www.pointfive.co/blog/how-ai-is-reshaping-the-demands-on-infrastructure.md): As AI workloads transform infrastructure requirements, engineering teams must rethink how they provision, optimize, and manage cloud resources for a... - [How Nubank made usage optimization a boardroom topic | PointFive](https://www.pointfive.co/blog/how-nubank-made-usage-optimization-a-boardroom-topic.md): At FinOps X, Nubank's Thomas Hammer and PointFive co-founder and CEO Alon Arvatz showed what it takes to make executives care about usage optimization:... - [How One BigQuery Optimization Cut Storage Costs 82% and $330K in Five Days](https://www.pointfive.co/blog/how-one-bigquery-optimization-cut-storage-costs-82-percent-in-five-days.md): PointFive helped a global consumer goods company cut BigQuery storage costs by 82% in five days. - [How PointFive Enabled Cloud Cost Ownership and Action for Nubank Engineers](https://www.pointfive.co/blog/how-pointfive-enabled-cloud-cost-ownership-and-action-for-nubank-engineers.md): Nubank, one of the world's largest digital financial services platforms, partnered with PointFive to solve cloud cost visibility gaps, drive engineer... - [Video: How PointFive Enabled Cloud Cost Ownership for Nubank Engineers (FinOps X Barcelona 2024)](https://www.pointfive.co/blog/how-pointfive-enabled-cloud-cost-ownership-and-action-for-nubank-engineers-video.md): A presentation featuring PointFive co-founder and CEO Alon Arvatz and Nubank's Mike Rosenberg discussing how PointFive helped Nubank's engineering... - [Best Tools to Track Claude Code, Cursor and Copilot Spend](https://www.pointfive.co/blog/how-to-track-coding-agent-spend-across-your-team.md): Compare tools to track AI coding agent spend: native views for Claude Code, Cursor, Copilot, Codex and Devin, local trackers like ccusage, and team platforms. - [How We Built a Safe Public GraphQL API with Minimal Code Changes](https://www.pointfive.co/blog/how-we-built-a-safe-public-graphql-api-with-minimal-code-changes.md): PointFive needed to expose parts of their internal GraphQL API publicly without compromising security. - [Introducing PointFive Labs | PointFive](https://www.pointfive.co/blog/introducing-pointfive-labs.md): PointFive Labs is the research arm of PointFive. It publishes open, reproducible research on how AI infrastructure spend is actually incurred, and... - [Introducing PointFive: The New Leader in Cloud Efficiency](https://www.pointfive.co/blog/introducing-pointfive-the-new-leader-in-cloud-efficiency.md): PointFive emerges from stealth with a mission to redefine cloud cost efficiency, featuring proprietary DeepWaste detection technology and a vision... - [Key Highlights from FinOps X Conference 2024 - Day 1 Keynotes](https://www.pointfive.co/blog/key-highlights-from-finops-x-conference-2024---day-1-keynotes.md): Day 1 of the FinOps X Conference 2024 delivered five key takeaways spanning early FinOps integration, diverse tech environments, automation, FOCUS 1.0... - [Key Highlights from FinOps X Conference 2024 - Day 2 Keynotes](https://www.pointfive.co/blog/key-highlights-from-finops-x-conference-2024-day-2-keynotes.md): Day 2 of FinOps X 2024 featured keynotes on integrating finance and technology at American Express, the evolution of FinOps tooling, and major cloud... - [LLM Cost Optimization on Bedrock, Foundry and Google Cloud](https://www.pointfive.co/blog/llm-cost-optimization-cost-per-successful-task.md): Most LLM overspend comes from models picked once and never revisited. Measure cost per successful task and keep re-evaluating models on every cloud. - [Maximizing Cloud Cost Control with AWS Enhancements | PointFive](https://www.pointfive.co/blog/maximizing-cloud-cost-control-with-aws-advanced-enhancements.md): AWS introduced several cost-control enhancements including returnable Savings Plans, customizable EC2 rightsizing, simplified Cost Categories, and... - [Meet the Founders of PointFive | PointFive](https://www.pointfive.co/blog/meet-the-founders-of-pointfive.md): The three co-founders of PointFive share how their cybersecurity background at IntSights led them to build a fundamentally different approach to cloud... - [One in Five Dollars You Spend on S3 Has Nothing to Do With Storage](https://www.pointfive.co/blog/one-in-five-dollars-s3-not-storage.md): Across $10M+ in monthly S3 spend, 20% of the bill is API requests, not bytes. - [Open-Source APM Alternatives to Datadog (2026) | PointFive](https://www.pointfive.co/blog/open-source-apm-alternatives.md): SigNoz, ClickStack, Grafana, SkyWalking, OpenObserve and more: modern open-source APM tools that cost less than commercial APM, and when to self-host. - [Open-Source LLM Observability Tools (2026): A Practical Guide](https://www.pointfive.co/blog/open-source-llm-observability-tools.md): Langfuse, Arize Phoenix, OpenLLMetry, Opik, OpenLIT, MLflow and more: open-source LLM observability tools compared on features, licenses, and self-hosting. - [Organizational Structure: Building for Growth | PointFive](https://www.pointfive.co/blog/organizational-structure-building-for-growth.md): How PointFive's Pod-based engineering structure enables teams to move fast while maintaining deep technical expertise across AWS, GCP, Azure, and core... - [Our Future in Cloud Cost Optimization | PointFive](https://www.pointfive.co/blog/our-future-in-cloud-cost-optimization.md): PointFive announces $20M in Series A funding led by Salesforce Ventures, reaching $36M total, and outlines plans for multi-cloud expansion and... - [Pointer: PointFive's AI Assistant for Cloud Cost Optimization](https://www.pointfive.co/blog/pointer.md): Pointer is PointFive's AI assistant that gives teams fast, accurate answers about cloud costs in plain English, with validated savings insights and... - [PointFive @ AWS re:Invent 2025 | PointFive](https://www.pointfive.co/blog/pointfive-aws-re-invent-2025.md): A look back at PointFive's presence at AWS re:Invent 2025, where conversations centered on real-world AWS cost efficiency and Cloud & AI Efficiency... - [PointFive @ Blue Hill at Stone Barns Event | PointFive](https://www.pointfive.co/blog/pointfive-blue-hill-at-stone-barns-event.md): PointFive hosted an evening gathering at Blue Hill at Stone Barns in Westchester, bringing together FinOps professionals for great food and engaging... - [PointFive Brings OCI Cost Visibility Into Your Multi-Cloud View](https://www.pointfive.co/blog/pointfive-brings-oci-cost-visibility-into-your-multi-cloud-view.md): PointFive now supports Oracle Cloud Infrastructure cost visibility, giving multi-cloud teams the same dashboard, filters, and anomaly detection they... - [PointFive Cruise @ FinOpsX 2024 | PointFive](https://www.pointfive.co/blog/pointfive-cruise-finopsx-2024.md): PointFive hosted an exclusive cruise during FinOpsX 2024, taking attendees on a deep dive into San Diego's waterfront for networking and cloud... - [PointFive Data, Now Native in Your BI Stack | PointFive](https://www.pointfive.co/blog/pointfive-data-native-in-your-bi-stack.md): Large enterprises don't want another dashboard. That's why we built BI Connector, bringing PointFive's optimization intelligence directly into Tableau,... - [PointFive @ FinOps X San Diego 2025 | PointFive](https://www.pointfive.co/blog/pointfive-finopsx-2025.md): PointFive hosted an evening event at the San Diego Air and Space Museum during FinOps X 2025, bringing together FinOps and cloud professionals for... - [PointFive In The Sky @ re:Invent 2024 | PointFive](https://www.pointfive.co/blog/pointfive-in-the-sky-re-invent-2024.md): PointFive hosted an exclusive helicopter tour over the Las Vegas strip during AWS re:Invent 2024, giving attendees a sky-high networking experience. - [PointFive Integrates FOCUS Data Exports into Analytics Dashboards](https://www.pointfive.co/blog/pointfive-integrates-focus-data-exports-into-analytics-dashboards.md): PointFive incorporates FOCUS 1.0 data exports into its Analytics module, allowing users to access cloud performance and cost analysis through a... - [PointFive is now a Kiro Power: cost data where your agent writes code](https://www.pointfive.co/blog/pointfive-power-for-kiro-aws-agentic-ide.md): Live now in Kiro, AWS's agentic IDE: production cost data in the same session where an agent writes your infrastructure. - [PointFive Raises $16M in Seed Funding To Enable Continuous Cloud Cost Optimization](https://www.pointfive.co/blog/pointfive-raises-16m-in-seed-funding-to-enable-continuous-cloud-cost-optimization.md): PointFive emerged from stealth with $16M in seed funding led by Index Ventures, introducing its DeepWaste Detection platform to deliver... - [PointFive Runs Deep: 56 New Detections in 12 Weeks | PointFive](https://www.pointfive.co/blog/pointfive-runs-deep-56-new-detections-in-90-days.md): In 12 weeks, our research team shipped 56 new ways to detect cloud and AI waste across AWS, Azure, GCP, and Snowflake, surfacing nearly $24M in newly... - [PointFive Secures $20M In Series A Funding to Accelerate Multi-Cloud Support](https://www.pointfive.co/blog/pointfive-secures-20m-in-series-a-funding-to-accelerate-cloud-cost-optimization-with-multi-cloud-support.md): PointFive raised $20M in Series A funding led by Salesforce Ventures, bringing total capital to $36M and accelerating multi-cloud expansion across GCP... - [PointFive's 2025 Strategy | PointFive](https://www.pointfive.co/blog/pointfives-2025-strategy.md): PointFive outlines its 2025 vision: scaling through direct engagement, maturing multi-cloud support across Azure and GCP, and introducing AI-driven... - [PointFive's X Factor: The 5x Research Team | PointFive](https://www.pointfive.co/blog/pointfives-x-factor-the-5x-research-team.md): Inside the 5x Research Team -- PointFive's dedicated cloud inefficiency hunters who apply cybersecurity-style rigor to surface novel savings... - [AI Agent Cost Optimization in Production: Find the Bottleneck](https://www.pointfive.co/blog/production-ai-agent-cost-optimization.md): Why production AI agents overspend: vague scope, unneeded tools, AI for deterministic work, one model for every step. How to profile, fix, and govern them. - [Prompt Caching on Azure OpenAI: Stop Paying the Token Tax](https://www.pointfive.co/blog/prompt-caching-on-azure-openai-the-token-tax-youre-paying-on-every-call.md): Every Azure OpenAI request reprocesses the full prompt unless it is cached. How prompt caching cuts that cost and latency, and how to put it in place. - [Prompt-induced waste in coding agents | PointFive](https://www.pointfive.co/blog/prompt-induced-waste-in-coding-agents.md): Prompt wording, reasoning effort, and the agent harness can change the cost of completing the same task. - [Prompt Remediation: From Cloud Insights to Engineering Action](https://www.pointfive.co/blog/prompt-remediation.md): PointFive's Prompt Remediation workflow turns detected savings opportunities into ready-to-execute AI prompts, enabling engineers to validate and... - [Recapping FinOps X 2024 Highlights: AWS, Microsoft, and Google Cloud Announcements](https://www.pointfive.co/blog/recapping-finops-x-2024-highlights-aws-microsoft-and-google-cloud-announcements.md): A roundup of major cloud provider announcements at FinOps X 2024, covering new cost optimization features from AWS, Microsoft Azure, and Google Cloud. - [S3DMap: A Visual Approach to Prefix-Level Cost Optimization](https://www.pointfive.co/blog/s3dmap-a-visual-approach-to-prefix-level-cost-optimization.md): Most S3 cost optimization operates at the bucket level, missing significant savings hidden within prefix structures. - [Safe Automated Cloud Remediation: A Practical Guide (2026)](https://www.pointfive.co/blog/safe-automated-cloud-remediation.md): How to automate cloud remediation safely: validate, plan a deterministic playbook, judge it, find the owner, approve in one click, monitor, and roll back. - [Smarter, Faster, Actionable: Introducing PointFive's New Cost Anomaly Detection Module](https://www.pointfive.co/blog/smarter-faster-actionable-introducing-pointfives-new-cost-anomaly-detection-module.md): PointFive launches a new Cost Anomaly Detection module that embeds contextual anomaly information directly into engineering workflows, enabling rapid... - [Snowflake and Databricks Summits 2026: What Actually Matters](https://www.pointfive.co/blog/snowflake-and-databricks-summits-2026-what-actually-matters.md): Lessons from Snowflake Summit and Data + AI Summit 2026: agents become core infrastructure, MCP and governance diverge, and the race for the real-time layer. - [Snowflake Optimization and the Future of Cloud Efficiency](https://www.pointfive.co/blog/snowflake-optimization-the-future-of-cloud-efficiency-2.md): PointFive and Dolby explore real-world Snowflake optimization strategies and introduce the Efficiency Hub, a community-driven resource for cataloging... - [Strategic Guiding Principles: The Foundation of a Thriving Engineering Organization](https://www.pointfive.co/blog/strategic-guiding-principles-the-foundation-of-a-thriving-engineering-organization.md): How PointFive's four strategic guiding principles, accelerated growth, enterprise focus, field-ready solutions, and distributed teams, drive... - [Tailored Cloud Optimization with Detections | PointFive](https://www.pointfive.co/blog/tailored-cloud-optimization-with-detections.md): Generic cloud optimization recommendations rarely fit every organization. - [AI spending needs visibility, ownership, and controls | PointFive](https://www.pointfive.co/blog/the-81267-week-unlimited-ai-no-guardrails.md): Connect AI-agent usage to budgets, approved policies, and completed work. - [AWS re:Invent 2025: The Collapse of Cost Visibility as a Strategy](https://www.pointfive.co/blog/the-collapse-of-cost-visibility-as-a-strategy.md): Visibility alone does not lead to efficiency. At AWS re:Invent 2025, the industry confronted why dashboards and monitoring tools have failed to solve... - [The First AI Efficiency Platform You Can Extend With a Prompt](https://www.pointfive.co/blog/the-first-ai-efficiency-platform-you-can-extend-with-a-prompt.md): Every cost management platform eventually reaches the same limitation: the feature you need doesn't exist. - [The fourth layer: why coding agents are about to become your biggest AI bill](https://www.pointfive.co/blog/the-fourth-layer-coding-agents-biggest-ai-bill.md): Consumption pricing isn't new. The cloud has run on it for two decades. What's new is where the meter finally landed: on the coding agent everyone now... - [The Hard Part of Cloud Optimization Isn't Automation | PointFive](https://www.pointfive.co/blog/the-hard-part-of-cloud-optimization-isnt-automation.md): Most optimization opportunities don't go unresolved because they're hard to find. - [Building PointFive: The Human Side of Being On-Call | PointFive](https://www.pointfive.co/blog/the-human-side-of-being-on-call.md): How PointFive approaches on-call duty, from the tools we use (incident.io, Grafana, Sentry) to how we support engineer well-being and turn incidents... - [AI coding model costs: an illustrative token-price basket](https://www.pointfive.co/blog/the-pointfive-coding-task-index.md): A transparent token-price example, with separate input and output rates and clear limits on what it says about real coding-task costs. - [The Alignment Between PointFive and the FinOps Engineer Certification](https://www.pointfive.co/blog/the-synergy-between-pointfive-and-finops-foundations-focus-tm-framework.md): Exploring how PointFive's platform aligns with the six FinOps Framework principles, reviewed while preparing for the FinOps Engineer certification. - [TIME100 Talks at Dreamforce: Rethinking Cloud Infrastructure for Engineers](https://www.pointfive.co/blog/time100-talks-at-dreamforce-rethinking-cloud-infrastructure-for-engineers.md): PointFive CEO Alon Arvatz joined LiveKit CEO Russ d'Sa and TIME Senior Editor Ayesha Javed at Dreamforce to discuss how engineering teams can regain... - [Token reduction is not cost reduction | PointFive](https://www.pointfive.co/blog/token-reduction-is-not-cost-reduction.md): A PointFive study of Claude Code configurations found that reducing delivered tool-output tokens did not reliably reduce billed cost. - [Unlocking Kubernetes Cost and Usage Visibility: Our Unique Approach](https://www.pointfive.co/blog/unlocking-kubernetes-cost-and-usage-visibility-our-unique-approach.md): Kubernetes cost investigation needs workload and resource context. PointFive takes an agentless, cloud-provider-integrated approach that delivers... - [Unmasking Azure Costs: PointFive's Unique Edge in FinOps Detection](https://www.pointfive.co/blog/unmasking-azure-costs-pointfives-unique-edge-in-finops-detection.md): Azure's billing structure bundles multiple resources under single line items, hiding cost inefficiencies. - [Waking Up to a Cloud Bill Shock: Why Native Alerts Fail and What Actually Stops It](https://www.pointfive.co/blog/waking-up-to-a-cloud-bill-shock-why-native-alerts-fail.md): From $10 to $25,672 overnight. Why native cloud billing alerts fire after the spend has happened, and how to catch a cost spike when it starts. - [We Practice What We Preach: How PointFive Slashed Snowflake Costs by 85%](https://www.pointfive.co/blog/we-practice-what-we-preach-how-pointfive-slashed-snowflake-costs-by-85.md): PointFive applied its own cost optimization principles to its Snowflake data warehouse, achieving an 85% reduction in daily credits and a 20x... - [What Is Agentic FinOps? A Practical Definition (2026) | PointFive](https://www.pointfive.co/blog/what-is-agentic-finops.md): Agentic FinOps hands cost work to AI agents that answer questions, inform owners, fix waste, and build apps. What it is, what it isn't, and how to judge it. - [What Is FinOps for AI? A Practical Guide (2026) | PointFive](https://www.pointfive.co/blog/what-is-finops-for-ai.md): FinOps for AI explained: cost per successful task, four ways to measure AI ROI, how to optimize AI spend, and why educating AI users is a cost lever. - [When Building an MCP, Implementation Matters | PointFive](https://www.pointfive.co/blog/when-building-an-mcp-implementation-matters.md): MCP has become the standard interface between AI agents and external systems. - [Why Companies Overspend on AI: The 2026 Cost Visibility Gap](https://www.pointfive.co/blog/why-companies-overspend-on-ai-the-2026-cost-visibility-gap.md): Gartner forecasts $2.59 trillion in AI spending in 2026, yet only 26% of organizations see AI costs in full and in real time. The gap, and what to fix first. - [Why We Built PointFive With Partners, and for Partners](https://www.pointfive.co/blog/why-we-built-pointfive-with-partners-and-for-partners.md): Why PointFive invested in partnerships within months of having a sellable product, how the program is built, and why more automation made the human in... - [Workflow Alignment: Delivering Value at Speed | PointFive](https://www.pointfive.co/blog/workflow-alignment-delivering-value-at-speed.md): How PointFive balances agility with planning through a hybrid workflow of Big Rock projects and ad-hoc Kanban work, delivered through vertical pods and... - [Writing Technical Specifications: The Art of Tailoring RFCs](https://www.pointfive.co/blog/writing-technical-specifications-the-art-of-tailoring-rfcs.md): PointFive's approach to RFCs, from full Tech-Spec RFCs for major projects to lightweight Mini RFCs for smaller changes, and when to use each. ## press - [Press Releases | PointFive](https://www.pointfive.co/press.md): The latest news, announcements, and milestones from PointFive. - [PointFive Expands Executive Leadership Team with Chris Calkin and Dave Anderson](https://www.pointfive.co/press/pointfive-expands-executive-leadership.md): PointFive appoints Chris Calkin as SVP Revenue and Dave Anderson as Chief Marketing Officer to accelerate enterprise growth and drive cloud and AI efficiency adoption. - [PointFive Expands Cloud and AI Efficiency Platform to Cover Snowflake, Databricks, and BigQuery](https://www.pointfive.co/press/pointfive-expands-to-snowflake-databricks-bigquery.md): PointFive extends its Cloud and AI Efficiency Platform beyond AWS, Azure, and GCP to cover Snowflake, Databricks, and BigQuery, addressing the fastest-growing segment of cloud spend with 500+ deep detections and agentic remediation. - [PointFive Earns Spot on InfraRed 100, Validating Rise of CEPM](https://www.pointfive.co/press/pointfive-infrared-100.md): PointFive has been selected for the 2025 InfraRed 100 by Redpoint Ventures, recognizing it among the most promising emerging private companies in cloud infrastructure. - [PointFive Introduces DeepWaste™ AI to Deliver Full-Stack, Agentless Optimization for Production AI](https://www.pointfive.co/press/pointfive-introduces-deepwaste-ai.md): PointFive launches DeepWaste™ AI, a standalone module that continuously optimizes LLM services, GPU infrastructure, and AI data platforms across AWS, Azure, GCP, OpenAI, and Anthropic, all without agents or code changes. - [PointFive Joins the AWS ISV Accelerate Program | PointFive](https://www.pointfive.co/press/pointfive-joins-aws-isv-accelerate.md): PointFive has been accepted into the AWS ISV Accelerate Program, a co-sell initiative that enables deeper collaboration with AWS field sellers to deliver cloud cost optimization globally. - [PointFive Joins the Tokenomics Foundation as a Premier Member and takes a Seat on the Governing Board](https://www.pointfive.co/press/pointfive-joins-tokenomics-foundation.md): PointFive has joined the Linux Foundation's Tokenomics Foundation as a Premier member and taken a seat on the Governing Board, contributing research on AI cost attribution below the billing layer. - [PointFive Redefines AI and Cloud Efficiency with an OS That Spans Cloud and Coding Agents](https://www.pointfive.co/press/pointfive-launches-ai-efficiency-os-tokenshift.md): PointFive launches the AI Efficiency OS and TokenShift, an AI-native platform to chat with your data, run agents, and build apps for cloud and AI efficiency, plus a companion product that governs and optimizes AI usage wherever coding agents run. - [PointFive Launches Pointer, a Context-Aware AI Agent for Cloud Efficiency Posture Management](https://www.pointfive.co/press/pointfive-launches-pointer-ai-agent.md): PointFive introduces Pointer, an AI-powered agent that enables users to explore cloud cost data conversationally, removing the need to rely on FinOps teams to build queries or dashboards. - [PointFive Raises $16M in Seed Funding to Revolutionize Cloud Cost Optimization](https://www.pointfive.co/press/pointfive-raises-16m-seed-funding.md): PointFive emerges from stealth with $16M in seed funding to build the first cloud cost optimization platform powered by deep waste detection technology. - [PointFive Raises $60M Series B, led by Accel, to Redefine AI and Cloud Efficiency](https://www.pointfive.co/press/pointfive-raises-60m-series-b.md): PointFive raises $60M Series B led by Accel, with participation from Salesforce Ventures, Entrée Capital, Perpetual Growth, Vesey Ventures, Sheva Ventures, and Index Ventures, to fund product development and go-to-market expansion. - [PointFive Research Finds Cutting AI Tokens Can Actually Increase Costs](https://www.pointfive.co/press/pointfive-research-token-reduction-not-cost-reduction.md): A PointFive experiment compares billed costs across Claude Code configurations, with results scoped to the tested workload. - [PointFive Secures $20M in Series A Funding to Accelerate Cloud Cost Optimization with Multi-Cloud Support](https://www.pointfive.co/press/pointfive-secures-20m-series-a-funding.md): PointFive raises $20M in Series A funding led by Salesforce Ventures, bringing total capital to $36M to expand its DeepWaste Detection Engine and multi-cloud capabilities. - [PointFive Unveils Cloud Efficiency Posture Management (CEPM), Transforming How Enterprises Optimize Cloud Resources](https://www.pointfive.co/press/pointfive-unveils-cepm.md): PointFive launches Cloud & AI Efficiency Management, a new cloud optimization category that shifts enterprises from periodic cost reviews to continuous efficiency management. - [PointFive and XIBIX Forge Strategic Partnership to Enhance Cloud Efficiency Across Europe](https://www.pointfive.co/press/pointfive-xibix-partnership-europe.md): PointFive partners with XIBIX Solutions GmbH to bring Cloud & AI Efficiency Management to European enterprises, expanding localized cloud optimization support across Germany and the broader region. ## series-b - [Series B: PointFive raises $60M to scale AI and cloud efficiency](https://www.pointfive.co/series-b.md): PointFive raised a $60M Series B led by Accel, with Salesforce Ventures, Entree Capital, Perpetual Growth, Vesey Ventures, Sheva Ventures, and Index Ventures participating. ## events - [Webinars & Events | PointFive](https://www.pointfive.co/events.md): Join PointFive live or watch on-demand. See the platform in action, hear from practitioners, and meet the team at industry events. - [The Economics of AI: Tel Aviv, September 23 | PointFive](https://www.pointfive.co/events/ai-economics-tlv.md): PointFive, Deloitte, and AWS host a working session on the economics of AI: new research on token usage, the New Work Equation (AI-People-Value), and a practical way to measure and plan AI spend. Wednesday, September 23, 2026, 09:30-13:00 at AWS Tel Aviv. - [Cocktails on the Eastern Docklands: Sep 23, 2026 | PointFive](https://www.pointfive.co/events/amsterdam-reception.md): PointFive's Amsterdam reception after Tokenomicon + FinOps X. Wednesday, September 23, 19:00-21:00 at The Hoxton, Lloyd Amsterdam. Cocktails, appetizers, and good company. Limited space available. Register now. - [Webinar: AWS GenAI Cost Optimization | PointFive](https://www.pointfive.co/events/aws-genai-cost-optimization.md): AI spend is on every board agenda. Most teams still can't explain it. AWS and PointFive walk through what's buried in your AI infrastructure, and how to turn findings into savings. Watch on-demand. - [AWS re:Invent 2026: Nov 30 - Dec 4, Las Vegas | PointFive](https://www.pointfive.co/events/aws-reinvent.md): Meet PointFive at AWS re:Invent in Las Vegas. Explore AWS optimization opportunities and engineering remediation workflows. - [Databricks Data + AI Summit 2026: Jun 15-18 | PointFive](https://www.pointfive.co/events/databricks-data-ai-summit.md): PointFive was at Databricks Data + AI Summit 2026 in San Francisco, showing Databricks cluster, job, and AI workload optimization. - [Denver FinOps Meetup: June 24, 2026 | PointFive](https://www.pointfive.co/events/denver-finops-meetup.md): PointFive hosted an after-hours gathering of Denver-area FinOps practitioners on Wednesday, June 24, 5:30-7:30 PM at Rooftop 1630. See what's next at pointfive.co/events. - [FinOps X Day London 2026: Mar 24, London | PointFive](https://www.pointfive.co/events/finops-x-london.md): PointFive met FinOps practitioners at FinOps X Day London on March 24, 2026 at CodeNode. - [FinOps X Cruiseliner: San Diego Harbor | PointFive](https://www.pointfive.co/events/finops-x-party.md): PointFive hosted an evening cruise on San Diego Harbor during FinOps X on Tuesday, June 9, 2026. - [Book a demo at FinOps X 2026, San Diego | PointFive](https://www.pointfive.co/events/finops-x-san-diego.md): PointFive sponsored FinOps X 2026 in San Diego, June 8-11: DeepWaste detection live at the booth, 1:1 sessions, and an exclusive evening harbor cruise. Missed us? Book a demo. - [GCP efficiency assessment at Google Cloud Next 2026 | PointFive](https://www.pointfive.co/events/google-cloud-next-2026.md): PointFive met with GCP teams at Google Cloud Next 2026 for personalized efficiency briefings. Missed us? Get the same GCP optimization walkthrough with a free assessment. - [Webinar: The Hidden Cost of GCP Cloud Logging | PointFive](https://www.pointfive.co/events/google-cloud-next-2026-webinar.md): Watch on-demand: PointFive GCP Efficiency Research Lead Yuval Goldstein exposes the 4 most common Cloud Logging inefficiencies on GCP, detected live on a real environment. Register for instant access. - [Webinar: A Live Look at PointFive | PointFive](https://www.pointfive.co/events/live-look-at-pointfive.md): Watch on-demand: a live, unscripted walkthrough of the PointFive platform with Solutions Expert Thomas Gentsch. Real data, real questions, no slides. - [Webinar: How Nubank Scales DynamoDB Without Waste | PointFive](https://www.pointfive.co/events/nubank-dynamodb.md): PointFive co-founder Amir Hozez and Nubank's Mike Rosenberg share the 16-month journey of optimizing DynamoDB at financial-services scale, from quick wins to deep architectural improvements, with AWS. - [A partner preview of PointFive | PointFive](https://www.pointfive.co/events/partner-preview.md): A partner session held on August 20, 2026, hosted by Akiva Kates. Registration is closed. Explore the PointFive partner program. - [Snowflake Summit 2026: Jun 1-4, San Francisco | PointFive](https://www.pointfive.co/events/snowflake-summit.md): PointFive was at Snowflake Summit 2026 in San Francisco, showing Snowflake warehouse, query, and storage optimization. - [Webinar: The Agentic Pivot | PointFive](https://www.pointfive.co/events/the-agentic-pivot.md): Watch the on-demand founder interview with PointFive Co-Founder & CTO Amir Hozez on turning a traditional platform into an agentic one, with a quick live look at DeepWaste. - [TokenShift demo with Greg O'Hare | PointFive](https://www.pointfive.co/events/tokenshift-live.md): Watch the on-demand TokenShift demo: PointFive's AI agent control plane for employee workstations. A real terminal and the live admin console, in 20 minutes. Free, instant access. - [TokenShift demo with Kevin Rhine | PointFive](https://www.pointfive.co/events/tokenshift-live-demo.md): Watch the on-demand TokenShift demo: PointFive's AI agent control plane for employee workstations. A real terminal, driven by real questions. Hosted by Kevin Rhine. 30 minutes, free. - [Webinar: What's Hiding in Your Snowflake Spend? | PointFive](https://www.pointfive.co/events/whats-hiding-in-your-snowflake-spend.md): Snowflake is the fastest-growing cost line in data, and 34% of compute spend across the environments we've analyzed is idle. Watch PointFive's on-demand webinar for a live look at what's hiding in your Snowflake bill, and how to turn it into verified savings. ## developers - [Developers: MCP server, llms.txt and agent files | PointFive](https://www.pointfive.co/developers.md): PointFive's developer and AI-agent resources in one place: the PointFive MCP server for Claude and Cursor, llms.txt, markdown page variants, and the full sitemap. - [MCP server: cost intelligence in your AI tools | PointFive](https://www.pointfive.co/developers/mcp.md): Bring cloud and AI cost intelligence directly into Claude, Cursor, and any MCP-compatible AI assistant. Query opportunities, validate resources, and remediate waste without leaving your IDE. ## playbook - [The cloud efficiency playbook: 8 customer lessons | PointFive](https://www.pointfive.co/playbook.md): Eight lessons from engineering teams running PointFive in production: Nubank, PwC, Net Health, Blackhawk, Fanatics, and more. Mature FinOps wasn't the problem. Root cause was. ## campaigns - [Cloud and AI efficiency shouldn't be a gamble | PointFive](https://www.pointfive.co/campaigns/ai-casino.md): Stop betting on cloud optimization. PointFive's deep waste detection and agentic remediation eliminate guesswork across cloud and AI. 500+ optimization types. Track the impact of implemented changes. ## careers - [Careers | PointFive](https://www.pointfive.co/careers.md): Join PointFive. Explore open roles across engineering, research, go-to-market, and operations. Shape the future of infrastructure efficiency. - [Creative Lead, New York | PointFive](https://www.pointfive.co/careers/09e6da09-1941-4071-9f13-c638c8b51d5a.md): Join PointFive as Creative Lead in New York. Marketing team. - [Enterprise Sales Development Representative, Boston | PointFive](https://www.pointfive.co/careers/1098c46b-4cf6-43e8-a342-58ed8e0b3f5c.md): Join PointFive as Enterprise Sales Development Representative in Boston. SDR team. - [Kubernetes Researcher, Tel Aviv | PointFive](https://www.pointfive.co/careers/2062e5c3-e123-40f4-b283-977773e08fbc.md): Join PointFive as Kubernetes Researcher in Tel Aviv. Engineering team. - [Integrated Marketing Lead, Tel Aviv | PointFive](https://www.pointfive.co/careers/26ed9572-2119-48fd-a9b2-3e17e5c73ce8.md): Join PointFive as Integrated Marketing Lead in Tel Aviv. Marketing team. - [Controller, Tel Aviv | PointFive](https://www.pointfive.co/careers/4e3fda32-c387-46bd-ab47-bb8cb6937918.md): Join PointFive as Controller in Tel Aviv. Operations team. - [Head of LLM Research, Tel Aviv | PointFive](https://www.pointfive.co/careers/5cee7d05-e155-4a9a-a6ae-27068e251d2b.md): Join PointFive as Head of LLM Research in Tel Aviv. Engineering team. - [Lead Endpoint Researcher, Tel Aviv | PointFive](https://www.pointfive.co/careers/6e1c4d79-a7c3-473d-bb25-c670dca0b3e4.md): Join PointFive as Lead Endpoint Researcher in Tel Aviv. Engineering team. - [Enterprise Account Executive, London | PointFive](https://www.pointfive.co/careers/7772cf77-a47d-4852-b09f-c286ed0ddb3a.md): Join PointFive as Enterprise Account Executive in London. Field Sales team. - [Cloud Efficiency Architect, New York | PointFive](https://www.pointfive.co/careers/943baa93-67da-4c72-b610-a6b9aec48f7c.md): Join PointFive as Cloud Efficiency Architect in New York. Product team. - [Senior Product Manager, Tel Aviv | PointFive](https://www.pointfive.co/careers/a24e482d-6e8c-4bf2-8f81-cefc63dccbcf.md): Join PointFive as Senior Product Manager in Tel Aviv. Product team. - [Senior Software Engineer - Endpoint, Tel Aviv | PointFive](https://www.pointfive.co/careers/bf0b9450-79ff-4234-a690-17ffafcece86.md): Join PointFive as Senior Software Engineer - Endpoint in Tel Aviv. Engineering team. - [Staff Backend Engineer, Tel Aviv | PointFive](https://www.pointfive.co/careers/d421e4e5-85cd-4ebb-a480-442e83057c6f.md): Join PointFive as Staff Backend Engineer in Tel Aviv. Engineering team. - [Creative Lead, Tel Aviv | PointFive](https://www.pointfive.co/careers/dd08d676-3748-4346-9b8e-118619c432a5.md): Join PointFive as Creative Lead in Tel Aviv. Marketing team. - [Backend Tech Lead, Tel Aviv | PointFive](https://www.pointfive.co/careers/f3e101d7-7ce7-4280-8eb4-f6ccde097472.md): Join PointFive as Backend Tech Lead in Tel Aviv. Engineering team. ## contact - [Contact Us | PointFive](https://www.pointfive.co/contact.md): Get in touch with PointFive. Book a demo, reach our sales team, or find our office locations. ## request-demo - [Book a Demo | PointFive](https://www.pointfive.co/request-demo.md): Book a personalized demo of TokenShift for AI agents or PointFive OS for infrastructure efficiency, tailored to your team's needs. ## ccpa - [Privacy Notice for California Residents | PointFive](https://www.pointfive.co/ccpa.md): PointFive's CCPA and CPRA privacy notice for California residents. Learn about your rights under California privacy law. ## cookies - [Cookie Notice | PointFive](https://www.pointfive.co/cookies.md): PointFive's cookie notice. Learn how we use cookies and similar technologies on our website. ## privacy - [Privacy Policy | PointFive](https://www.pointfive.co/privacy.md): PointFive's privacy policy. Learn how we collect, use, and protect your personal information. ## terms - [Terms of Use | PointFive](https://www.pointfive.co/terms.md): PointFive's terms of use. Review the terms and conditions that govern your use of our website and services.