WrangleAI

WrangleAI: The Control Center for Enterprise AI Usage Artificial intelligence has become the most powerful tool of our generation — but also one of the most opaque. From chatbots and copilots to analytics and creative tools, large language models (LLMs) are being deployed everywhere. Yet behind the promise lies a growing problem: enterprises are flying blind on AI costs, usage, and governance. At WrangleAI, we believe every organization should be able to harness the full power of AI without losing sight of cost, accuracy, speed, or responsibility. That’s why we’re building the control and orchestration layer that enterprises desperately need. The Challenge: AI Sprawl and Unpredictable Costs Generative AI adoption is exploding. But most organization's face the same issues: Unpredictable spend: Token-based billing makes AI usage hard to forecast. No governance: Shared API keys and shadow IT create compliance and security risks. Inefficient infrastructure: GPU clusters are often over-provisioned, wasting thousands in idle resources. Fragmented dashboards: Each provider has its own tools, with no unified view. Trade-offs without data: Teams use the most expensive models even when cheaper, faster ones would do. Research confirms the scale of the problem: Gartner found 42% of enterprises exceeded their AI budgets by 50% or more in 2023. IDC reported 46% of IT leaders cite unpredictable AI costs as the top barrier to scaling. Only 13% of US businesses have an AI usage policy in place. AI has quickly become business-critical infrastructure, but without the right control layer, it risks becoming a black-box cost center. The WrangleAI Solution WrangleAI is an enterprise-grade AI observability, cost intelligence, and governance platform. Think of it as the FinOps and control center for AI. AI Cost Management and Usage Tracking Monitor token usage and costs across OpenAI, Anthropic, Google Gemini, Azure and more.... Allocate and Attribute spend to teams, projects, or customers with Synthetic Groups. Set budgets and get alerts before costs spiral. Or use our Optimized AI Keys to replace raw API keys with WrangleAI-issued keys that enforce limits, budgets, enable detailed logging and auditing as well as fine grain permissions. More importantly these keys have buil into routing to enable immediate access to the best models for the prompt. Route requests intelligently to the best-fit model — saving money without sacrificing quality. Infrastructure Monitoring Detect GPU deployments across AWS, GCP, and Azure. Identify underutilized resources and right-size deployments. Track Model Flop Utilization (MFU) to measure training efficiency. Enterprise AI Governance Role-based access control (RBAC), SSO, and audit logs. SOC 2 and ISO 27001 compliance support. Policy enforcement to pause jobs or reroute workloads when budgets are exceeded. AI Advisor. Automated recommendations to cut waste, optimize prompts, and improve performance. Actionable insights for engineers, finance, and product teams alike. Who WrangleAI Helps CIOs and CTOs who need control over AI adoption at scale. CFOs and FinOps teams managing exploding budgets. Platform and engineering teams who want to enforce model routing and policies. AI/ML teams planning training jobs with predictable cost and performance. Compliance and risk officers seeking audit trails and governance. Why Now? The last decade taught us a hard lesson with cloud computing: billions were wasted before cost visibility and FinOps practices caught up. Today, we’re seeing the same pattern with AI. Global AI spend will exceed $150B by 2025, with $25–30B in model usage costs. Most organizations have no governance or optimization practices in place. Competitors either focus narrowly on logging or are generic observability tools not built for AI workloads. WrangleAI is built for this exact moment: to bring order, visibility, and efficiency to the AI era. Our Vision AI is no longer an experiment. It’s infrastructure. And like any critical infrastructure, it needs observability, governance, and optimization. WrangleAI’s vision is to be the Kubernetes for AI usage — the orchestration and control fabric that enterprises rely on to scale AI safely and sustainably. We’re not just building another monitoring tool. We’re building the operating layer for enterprise AI. — WrangleAI is built for you. Looking Ahead... WrangleAI is on a fast-moving roadmap: Today: Real-time usage tracking, cost dashboards, Synthetic Groups, and AI Advisor. Next: Infrastructure monitoring, optimized AI keys, AI Auditability and GPU efficiency tracking. Future: Full governance and orchestration — policy-based execution, drift detection, and human-in-the-loop controls. Our goal is to give enterprises the confidence to scale AI while staying in control of costs, compliance, and performance. Wrangle the Future of AI AI adoption isn’t slowing down. But without visibility and governance, costs will spiral, risks will grow, and opportunities will be missed. WrangleAI exists to make sure enterprises can embrace AI responsibly, efficiently, and at scale. We are the control center for enterprise AI usage — helping organizations transform AI from a black-box expense into a strategic advantage. Want to learn more? Watch an intro here https://wrangleai.com/demo