Compare AWS Compute Optimizer vs. Usage.ai

Most enterprises can report what AI cost them. Far fewer can say which team owns it, whether it was approved, or what it returned. FinOpsly closes that gap. The platform governs AI spend on the same cost model that carries the cloud, data platform and SaaS an AI workload consumes, so a business unit sees the full cost of an AI initiative instead of four disconnected bills. Capabilities include: Cost estimation before deployment. Model an architecture and get a priced workload across model APIs, GPU capacity, warehouse consumption and storage, with the assumptions on screen. Weigh model choices against consumption you have actually measured. Attribution that holds up in a chargeback cycle. Spend resolves to owners, teams, applications, business units and customers through hierarchies nine or more levels deep. Tagging is standardized across providers, keys and resources are labeled in bulk from plain-language rules, and whatever remains unattributed is published as a number, not absorbed. Guardrails that act. Set budgets by project, team or API key. Catch anomalies with root cause and route them to whoever owns the resource. Surface waste that provider tooling misses, using FinOpsly's own detection models. Plan commitments across AWS, Azure and Google Cloud. Park idle compute on approved schedules, reversibly. Financial results you can defend. Automated chargeback in a single cycle. Savings measured as what reached run-rate against a no-action baseline. Unit economics down to cost per call, per active user and per customer served. For technology and finance leaders accountable for what AI spend returns.

CloudZero helps businesses optimize cloud spend with full visibility into costs—so they can reduce wasteful spending and improve their unit economics. Unlike other solutions, we take an engineering-led approach to cost optimization, helping teams understand what drives 100% of their operational cloud spend, empowering them to reduce risk, minimize waste, and maximize profit.

Gain full visibility and control over your IT assets, software licenses, usage, and spend with Setyl. Setyl is a cloud-based IT asset and license management (ITAM) platform that connects to your existing systems with 100+ out-of-the-box integrations. Use Setyl to manage all your hardware assets, software applications, SaaS subscriptions, licenses, vendors, admins, users, and spend in one place — helping you: 1. Manage both hardware and software assets in one place. 2. Automate and scale daily IT operations, including inventory management and employee onboarding and offboarding processes. 3. Identify and cut wasted IT spend. 4. Prepare for your security audit and stay compliant, including with SOC 2 and ISO 27001. With its intuitive interface and low learning curve, the Setyl platform offers a user-friendly experience and facilitates collaboration across your organization. Features include: • IT asset and license inventory • Asset lifecycle management • SaaS subscription, software application, and license management • Software renewal tracking • License rightsizing • Employee onboarding and offboarding workflows • ISO 27001 and SOC 2 compliance • Vendor management • IT spend management and reporting • 100+ native integrations (Microsoft, Google, MDM, RMM, IAM, HR, helpdesk tools, and more) • API access • Fully guided support

Insightful is a Work Intelligence platform that helps organizations understand how work actually happens across people, processes, and AI, so they can improve performance, optimize workflows, and reduce operational waste. When work is spread across people, locations, and tools, small gaps add up fast. Time goes missing. Work slows down. Problems surface late. Insightful brings this together in one platform, built to help organizations optimize People, Process, and Technology through three core capabilities: 1. Workforce Analytics: Measure workforce productivity, utilization, and performance with real-time visibility into how work gets done. 2. Workflow Optimization: Identify bottlenecks, eliminate inefficiencies, and optimize workflows across teams and processes. 3. Work Intelligence: Measure AI adoption, usage, and business impact to maximize the ROI of your AI investments. With Insightful, you can: • Understand how work happens across teams, processes, and AI • Spot drops in utilization and output early • Track AI adoption, usage, and business impact • Arrange a custom layout with widgets to surface the KPIs and insights most relevant to your role • See where work slows, stalls, or creates rework across workflows • Compare performance across teams, roles, or locations • Use real activity data to review work and resolve disputes • Automate time tracking and reporting This is not just another monitoring tool. It’s a precision Work Intelligence for actionable bottom line impact. You get clear data you can use in weekly reviews, planning, and day-to-day decisions. Teams choose Insightful because it delivers strong visibility and control without the cost or complexity of heavier tools.

Josys is an AI-native identity security and governance platform built for the age of enterprise AI. As AI adoption accelerates, identity has become the fastest-growing attack surface and the hardest to govern. Josys discovers, governs, and secures every identity in the enterprise, human, machine, and AI agent, across every application. Its policy-led model lets security and IT teams set access policies once and enforce them autonomously: risk gets surfaced, access gets controlled, and identity threats get remediated in real time, with no manual oversight required. Over 1,000 organizations and MSPs worldwide trust Josys to turn identity from a liability into an autonomously governed advantage. Learn more at josys.com.

Compute Engine (IaaS), a platform from Google that allows organizations to create and manage cloud-based virtual machines, is an infrastructure as a services (IaaS). Computing infrastructure in predefined sizes or custom machine shapes to accelerate cloud transformation. General purpose machines (E2, N1,N2,N2D) offer a good compromise between price and performance. Compute optimized machines (C2) offer high-end performance vCPUs for compute-intensive workloads. Memory optimized (M2) systems offer the highest amount of memory and are ideal for in-memory database applications. Accelerator optimized machines (A2) are based on A100 GPUs, and are designed for high-demanding applications. Integrate Compute services with other Google Cloud Services, such as AI/ML or data analytics. Reservations can help you ensure that your applications will have the capacity needed as they scale. You can save money by running Compute using the sustained-use discount, and you can even save more when you use the committed-use discount.

T-Mobile for Business is a connectivity provider that helps organizations manage wireless service, business internet, devices, security, and network performance from one business-focused ecosystem. T-Mobile for Business provides next-level enterprise network solutions on America's Best Network* to supercharge your business. Leverage best-in-class mobile and business internet plans through one provider. SuperMobile is the first and only business plan to elevate your critical communications with performance that intelligently adapts to your needs in real time, even in times of high demand, powered by the first-ever nationwide network slice for business. Plus, get cutting-edge privacy protections and robust encryption to keep your communications secure. SuperBroadband delivers unbreakable connectivity nationwide, with unmatched coverage reaching every ZIP code in the U.S., including remote areas where legacy networks simply can't go. Stay online through virtually all outages and manage your connection needs through one contract with managed installation and end-to-end support. T-Mobile for Business provides right-sized solutions tailored to your industry, enabled by the leader in 5G. T-Mobile Public Network, Hybrid Mobile Network, and Private Mobile Network deployments meet your business where you are at on your technology journey. Core Infrastructure also includes backup connectivity options including dual-network redundancy, fixed wireless failover, and resilient LTE/5G backup for uninterrupted operations. Keep your business protected with T-Mobile for Business' enterprise cybersecurity solutions, with strong encryption, secure network design, and continuous threat monitoring. *Based on analysis by Ookla of Speedtest Intelligence® data 2H 2025.

Servers.com by Nexcess delivers hybrid bare metal cloud hosting solutions that give businesses greater control over their infrastructure while maintaining the flexibility needed to grow. Its portfolio includes Scalable Bare Metal for on-demand capacity, Enterprise Bare Metal for customized deployments, AI Compute for GPU-powered workloads, and Managed Kubernetes for containerized applications. The platform is built to accommodate organizations that require reliable performance, security, and predictable infrastructure management. Through a network of data centers across multiple continents, customers can deploy services closer to their users and minimize latency. Businesses in industries such as gaming, financial services, advertising technology, streaming, SaaS, and Web3 rely on the platform to support high-demand operations. The infrastructure is designed to handle traffic spikes, intensive computing requirements, and geographically distributed workloads. Advanced networking capabilities and direct connectivity options help optimize application responsiveness and uptime. Organizations can combine different infrastructure offerings to create environments that align with their operational and budget requirements. By providing scalable and customizable bare metal solutions, Servers.com helps businesses maintain performance while adapting to changing market demands.

EazyStock was created to simplify the purchasing and inventory planning for wholesale distributors. EazyStock, a cloud-based software, is available for a monthly subscription. Distributors have access to a powerful, user-friendly system that connects to ERPs for better demand forecasting and order buying recommendations. EazyStock makes it easy to extend your Enterprise Resource Planning (ERP), so you can optimize inventory levels today and in the future.

NetNut is a leading proxy service provider offering a comprehensive suite of solutions, including residential, static residential, mobile, and datacenter proxies, designed to enhance online operations and ensure top-notch performance. With access to over 85 million residential IPs across 195 countries, NetNut enables users to conduct seamless web scraping, data collection, and online anonymity with high-speed, reliable connections. Their unique architecture provides one-hop connectivity, minimizing latency and ensuring stable, uninterrupted service. NetNut's user-friendly dashboard offers real-time proxy management and insightful usage statistics, allowing for easy integration and control. Committed to customer satisfaction, NetNut provides responsive support and tailored solutions to meet diverse business needs.