AI Spend vs. LLM Report Comparison Chart

StackAI is an enterprise AI automation platform to build end-to-end internal tools and processes with AI agents in a fully compliant and secure way. Designed for large, regulated organizations, it enables teams to automate complex workflows across operations, compliance, finance, IT, and support without heavy engineering. With StackAI you can: • Connect knowledge bases (SharePoint, Confluence, Notion, Google Drive, databases) with versioning, citations, and access controls • Publish AI agents as chat assistants, advanced forms, or APIs integrated into Slack, Teams, Salesforce, HubSpot, or ServiceNow • Govern usage with enterprise security: SSO (Okta, Azure AD, Google), RBAC, audit logs, PII masking, data residency, and cost controls • Route across OpenAI, Anthropic, Google, or local LLMs with guardrails, evaluations, and testing • Deploy in multi-tenant cloud, dedicated cloud, private cloud, or on-premise

CloudZero is the leader in proactive cloud cost efficiency. We enable engineers to build cost-efficient software without slowing down innovation. CloudZero's next-generation cloud cost optimization platform automates the collection, allocation, and analysis of cloud costs to uncover savings opportunities and improve unit economics. We are the only platform that enables companies to understand 100% of their operational cloud spend and take an engineering-led approach to optimizing that spend. CloudZero is used by industry leaders worldwide, such as Coinbase, Klaviyo, Miro, Nubank, and Rapid7.

FinOpsly is the Value Control™ platform for Cloud, Data, and AI economics. It helps enterprises move beyond cost visibility to actively control spend and business outcomes through explainable, policy-governed AI automation. Unlike reporting-only FinOps tools, FinOpsly unifies cloud (AWS, Azure, GCP), data (Snowflake, Databricks, BigQuery), and AI costs into a single system of action — enabling teams to plan spend before it happens, automate optimization safely, and prove value in weeks, not quarters. FinOpsly enables enterprises to: Map spend to business value across products, teams, customers, and workloads Explain cost drivers clearly with AI-generated context and root-cause analysis Automate optimization safely using policy-driven, explainable agents Prevent drift and overages before they impact budgets or performance

Streamline your business with Rippling’s all-in-one platform for HR, IT, payroll, and spend management. Effortlessly manage the entire employee lifecycle, from hiring to benefits administration. Automate HR tasks, ensure compliance, and streamline approvals. Simplify IT with device management, software access, and compliance monitoring, all from one dashboard. Enjoy timely payroll, real-time financial visibility, and dynamic spend policies. Rippling empowers your business to save time, reduce costs, and enhance efficiency, allowing you to focus on growth. Experience the power of unified management with Rippling today.

Setyl is a cloud-based IT asset management platform (ITAM) that combines hardware and software asset management in one. The platform seamlessly integrates with 100+ IT systems, including MDM, RMM, IAM, SSO, HR, finance, helpdesk tools, and more. Use Setyl to gain full visibility and control over your IT assets, SaaS applications, software licenses, users, vendors and spend in one place — helping you: ✓ Automate and scale daily IT operations, including employee onboarding and offboarding. ✓ Identify and cut wasted IT spend. ✓ Prepare for your audit and stay compliant, including with SOC 2 and ISO 27001. With an intuitive interface, out-of-the-box integrations, and one-on-one support at every step, the platform is fast to deploy, easy to use, and built for collaboration. Features include: IT asset and license inventory, full asset lifecycle management, software renewal management, license rightsizing, employee on/offboarding, vendor audits, and IT spend reporting.

Order.co is an AI-powered procurement and payments platform that connects purchasing, approvals, payments, and reporting in one intelligent system so teams can place orders faster, cut manual work, and keep operations running smoothly. Order.co's suite of AI tools automates purchasing decisions, sources products at the best price, and flags risks before they impact your business. Trusted by brands like Dolce & Gabbana, WeWork, [solidcore], and Hugo Boss, Order.co helps hundreds of businesses reduce costs, gain tighter spend control, and free up teams to focus on higher-value work. Founded in 2016 and headquartered in New York City, Order.co has raised $70M in funding from industry-leading investors like MIT, Stage 2 Capital, Rally Ventures, 645 Ventures, and more.

Adaptive Security is OpenAI’s investment for AI cyber threats. Founded in 2024, Adaptive raised $50M+ from investors like OpenAI and a16z, as well as executives at Google Cloud, Fidelity, Shopify, and more. Adaptive protects customers from deepfakes, vishing, smishing, and AI email phishing with its next-generation security awareness training and phishing simulations. Security teams prepare employees for advanced threats with highly customized training that is role-based, enriched with OSINT, and even features deepfakes of their own executives. Employees train on mobile or desktop and rate the content an incredible 4.9/5 on average. Customers measure the success of their training program with AI-powered phishing tests. Realistic deepfake, voice, SMS, and email tests track risk across every vector. Trusted by Figma, the Dallas Mavericks, BMC, and others, Adaptive boasts a world-class NPS of 94. Want to learn more? Take a self-guided tour at adaptivesecurity.com.

Wallester is an Estonian-licensed financial institution and official Visa partner since 2018, specialising in digital financial solutions and card issuance. We help companies across the EEA and the UK streamline payments, launch branded cards, and scale efficiently. What we do: 1️⃣ White-Label Solution with Embedded Finance Our White-Label solution lets businesses integrate financial services directly into their platforms—known as embedded finance. This enables branded payment cards tailored to specific needs, improving customer experience and opening new revenue streams. We ensure swift time-to-market with simplified integration and dedicated support. 2️⃣ Wallester Business: Corporate Expense Management Wallester Business modernises corporate expense management with instant access to virtual and physical Visa cards. Through our app and portal, companies can track expenses, analyse budgets, and integrate seamlessly with accounting systems for better financial control.

Cycloid is the unified Internal Developer Portal and Platform, made for platform engineering done right. Accelerate your platform engineering adoption from years to weeks, optimize the developer experience and operational efficiency by accelerating the delivery of a developer portal and platform, lighten the cognitive load on IT teams, and advocate for FinOps & Green IT practices. With a GitOps first approach, Cycloid is the single source of truth for your organization. Sovereign by design, we help you take control of your cloud choices and data, ensuring security, compliance, flexibility, and freedom from vendor lock-in at every step. And with GreenIT practices at our core, you'll build an efficient, responsible, and future-proof reality. We are the editor of OSS projects TerraCognita: reverse Terraform; InfraMap: infra diagram; and Terracost: cost estimation. We work with global organizations, US and European public institutions and 6 of the top 10 SI service providers.

Josys is a modern AI-native identity security and governance platform. Enterprise AI adoption has made identity the fastest-growing attack surface, and the hardest to govern. Josys discovers, governs, and secures every identity — human, machine, and AI agent — across every application in the enterprise, allowing security and IT teams to surface risks, control access, and remediate identity threats in real-time.  Trusted by over 1,000 organizations and MSPs worldwide, Josys turns identity from the fastest-growing attack surface into an autonomously governed advantage. For more information, visit josys.com.