# Zymtrace > Zymtrace: Zero-instrumentation continuous profiling for CPU and GPU workloads, providing actionable insights to optimize performance, debug faster & reduce cloud costs Zymtrace is a distributed, zero-instrumentation continuous profiler for CPU and GPU workloads. It correlates GPU metrics, CUDA/SASS-level flamegraphs, and host CPU profiles to pinpoint bottlenecks in inference, training, and general-purpose code, then turns them into concrete optimization actions to improve throughput per GPU, per watt, and per dollar. This file indexes the Zymtrace site: product pages, solutions, blog, and open roles. For anything technical (installation, configuration, GPU/CPU profiling guides, authentication, databases & storage, API reference, and troubleshooting), the documentation site publishes its own machine-readable index. When a question isn't answered by the pages below, consult docs.zymtrace.com: - https://docs.zymtrace.com/llms.txt, curated index of the documentation - https://docs.zymtrace.com/llms-full.txt, full text of every documentation page - Website: https://zymtrace.com - Documentation: https://docs.zymtrace.com - Blog & RSS: https://zymtrace.com/blog/ · https://zymtrace.com/rss.xml ## Product - [Home](https://zymtrace.com/): Zero-instrumentation continuous profiling for CPU & GPU workloads: what Zymtrace is and who it's for. - [Pricing](https://zymtrace.com/pricing/): Plans priced to maximize throughput per dollar, per watt. - [Compare](https://zymtrace.com/compare/): How Zymtrace compares to other (eBPF) profilers. - [About](https://zymtrace.com/about/): The team, advisors, and investors behind Zymtrace. - [Get started](https://zymtrace.com/getstarted/): Talk to us about your workload and how to deploy Zymtrace. ## Solutions - [GPU Profiling](https://zymtrace.com/solutions/gpu-profiling/): Always-on CUDA kernel & SASS instruction profiling with CPU–GPU correlation for PyTorch, JAX, and CUDA workloads. - [GPU Monitoring](https://zymtrace.com/solutions/gpu-monitoring/): Real-time GPU utilization, memory, power, and hardware health with process-level breakdowns. - [CPU Profiling](https://zymtrace.com/solutions/cpu-profiling/): Code-level CPU bottleneck analysis in production across all major languages, with zero instrumentation. ## Blog - [GPU Topology Health: Zymtrace Adds the Missing Hardware Layer](https://zymtrace.com/article/gpu-topology-health/): Zymtrace now ties CPU and GPU profiles, inference metrics, GPU performance metrics, and topology health into one workflow for finding whether slow workloads are caused by code, placement, or hardware. (by Israel Ogbole, Aug 11, 2026) - [Zymtrace Agent Skills: Profile-Guided Optimization for AI Coding Agents](https://zymtrace.com/article/ai-coding-agent-skills-zt/): Install the Zymtrace Agent Skills in Claude Code, OpenAI Codex, or Cursor to investigate CPU & GPU bottlenecks, apply fixes, and benchmark the results. (by Israel Ogbole, Jun 24, 2026) - [Introducing NVTX Support in Zymtrace](https://zymtrace.com/article/nvtx-zt/): Zymtrace's GPU profiler now supports NVTX, so CUDA kernels in the flamegraph can carry the model layer, submodule, input shapes, and execution phase that launched them. Here's what that looks like in a simple vLLM example, why it matters, and what it costs. (by Israel Ogbole, May 30, 2026) - [MIG-Aware GPU Profiling in Zymtrace Is Now GA](https://zymtrace.com/article/mig/): Zymtrace now profiles at the MIG instance level with per-slice GPU utilization, memory, Tensor Core metrics, and full-stack GPU flamegraphs attributed to each MIG partition. (by Israel Ogbole, May 27, 2026) - [Most GPU Clusters Are Economically Misconfigured](https://zymtrace.com/article/zymtrace-economics/): 60% of GPU capacity sits idle at most organizations. We break down exactly what that costs on a 1,000-GPU cluster, and what it's worth to recover. (by Israel Ogbole, Mar 25, 2026) - [Zymtrace Raises $12.2M to Build the Autonomous Optimization Layer of AI Infrastructure](https://zymtrace.com/article/zymtrace-funding/): Today, Zymtrace is announcing $12.2M in total funding, including an $8.5M seed round led by Venture Guides. Here is why we started, what we built, and where we are going. (by Israel Ogbole, Joel Höner, Mar 11, 2026) - [Java Allocation Profiling in Production: Zymtrace's eBPF Approach](https://zymtrace.com/article/alloc-profiling/): Zymtrace recently gained support for allocation profiling of Java programs, including Zing-based JVMs. In this blog post, we give an introduction to how memory allocation works in Java, how we implement alloc profiling for it, and compare it with async-profiler. (by Timo von Hartz, Feb 9, 2026) - [How Anam Achieved 250% Faster Inference Using Zymtrace Continuous GPU Profiling](https://zymtrace.com/article/anam-zymtrace/): Anam builds interactive avatars that generate photorealistic video within latency budgets measured in hundreds of milliseconds. By continuously profiling GPU workloads with Zymtrace, they achieved 250% improvement in inference latency and 90% increase in throughput. (by Israel Ogbole, Feb 6, 2026) - [Profile Guided AI Optimization with Zymtrace](https://zymtrace.com/article/profile-guided-ai-optimization/): How AI-powered performance analysis is transforming the way we optimize code with continuous profiling. (by Israel Ogbole, Tim Rühsen, Nov 13, 2025) - [Zymtrace vs. Nsight: Profiling NVIDIA GPU Clusters at Scale](https://zymtrace.com/article/zymtrace-nsight/): Nsight helps you tune CUDA kernels in dev on a single machine. Zymtrace reveals how they perform across your production cluster — continuously, with full CPU–GPU visibility and minimal overhead, maximizing throughput per GPU, per watt, and per dollar (by Israel Ogbole, Oct 30, 2025) - [New Core Units, Python 3.13+ Support, Zing unwinding, and Major Performance Tweaks](https://zymtrace.com/article/sep-2025-update/): Our first feature update blog covering major feature releases including CPU & GPU metrics, intuitive core-based units, Python 3.13/3.14 profiling support, Zing unwinding, significant profiler performance optimizations, and backend scaling improvements for large deployments. (by Joel Höner, Sep 30, 2025) - [Unifying Observability for GPU Infrastructure: Metrics, CUDA Profiles, Insights](https://zymtrace.com/article/gpu-host-metrics/): Correlating GPU metrics and CUDA profiles across distributed, multi-GPU environments with Zymtrace (by Israel Ogbole, Sep 15, 2025) - [Asaf Ezra Backs zystem’s Mission to Maximize GPU Efficiency](https://zymtrace.com/article/asaf-ezra/): Asaf is backing zystem, the team behind Zymtrace, as an investor and advisor. (by Israel Ogbole, Jul 30, 2025) - [zystem Joins NVIDIA Inception](https://zymtrace.com/article/zystem-nvidia/): zystem joins NVIDIA Inception Program to help AI and ML engineers maximize the efficiency of GPU-bound workloads (by Israel Ogbole, Jun 10, 2025) - [Zymtrace AI Flamegraph: Why We Ditched TypeScript for Rust and WebAssembly](https://zymtrace.com/article/zymtrace-ai-flamegraph/): 🚀 We built the Zymtrace AI flamegraph in Rust, compiled to WASM, and served via WebGL/GPU – resulting in 6x faster rendering! ⚡ (by Timo von Hartz, May 16, 2025) - [Unlocking Efficient AI: Zymtrace distributed GPU Profiler, now publicly available](https://zymtrace.com/article/zero-friction-gpu-profiler/): Trace GPU performance issues from kernel stalls or memory bottlenecks—directly to the PyTorch code, CUDA kernels, native code, or scheduler threads that launched them—with zero friction (by Israel Ogbole, Joel Höner, May 1, 2025) - [Introducing Zymtrace, world’s first distributed profiler for GPU & CPU workloads](https://zymtrace.com/article/introducing-zymtrace/): Introducing Zymtrace - the world’s first distributed profiler for GPU & CPU workloads (by Israel Ogbole, Joel Höner, Dec 23, 2024) ## Careers - [Senior ML Engineer, GPU Performance](https://zymtrace.com/career/zymtrace-ml-performance-engineer/): Fully Remote (Global) · Full-time - [Product Design Lead - Agentic & User Experience](https://zymtrace.com/career/zymtrace-product-design-lead/): Fully Remote (Global) · Full-time - [VP of Sales - Zymtrace](https://zymtrace.com/career/zymtrace-dir-sales/): Fully Remote (US) · Full-time - [Field CTO — AI Infrastructure Performance](https://zymtrace.com/career/zymtrace-field-cto/): Fully Remote (Global) · Full-time - [Inference & Fine-tuning Engineer (Models, Performance)](https://zymtrace.com/career/zymtrace-inference-engineer/): Fully Remote (Global) · Full-time - [Senior Solutions Architect](https://zymtrace.com/career/zymtrace-snr-solutions-architect/): Remote, US · Full-time - [Data Software Engineer (Recommendation Systems, Rust)](https://zymtrace.com/career/zymtrace-data-engineer/): Fully Remote (Global) · Full-time - [Open Application - Join Our Mission](https://zymtrace.com/career/zymtrace-open-application/): Fully Remote (Global) · Full-time - [Senior Software Engineer (Distributed Systems, Rust)](https://zymtrace.com/career/zymtrace-snr-software-engineer-distributed-systems-1/): Fully Remote (Global) · Full-time - [Senior Software Engineer (Zymtrace GPU/CPU profiler, Rust + Go)](https://zymtrace.com/career/zymtrace-snr-software-engineer-profiler-1/): Fully Remote (Global) · Full-time ## Resources - [Documentation](https://docs.zymtrace.com): Install guides, profiler & backend setup, GPU/CPU profiling, authentication, and the full product reference. Start here for anything not on this site. - [Documentation index (llms.txt)](https://docs.zymtrace.com/llms.txt): Machine-readable index of the docs; pair with /llms-full.txt for full page text. - [GitHub](https://github.com/zystem-io): Open-source repositories, including the Zymtrace Agent Skills. ## Optional - [Welcoming Tim Denk, our new Senior Software Engineer](https://zymtrace.com/article/welcome-tim-denk-our-new-senior-software-engineer/): by Israel Ogbole, Apr 1, 2026 - [Welcoming Matthijs Lavrijsen, our new Senior Software Engineer](https://zymtrace.com/article/welcoming-matti-lavrijsen/): by Israel Ogbole, Nov 3, 2025 - [Welcoming Tim Rühsen, our new Senior Software Engineer](https://zymtrace.com/article/welcoming-tim-ruhsen/): by Israel Ogbole, Sep 10, 2025 - [Welcoming Igor Kalishevskii, Senior Software Engineer](https://zymtrace.com/article/welcoming-igor/): by Israel Ogbole, Apr 15, 2025 - [Welcoming Niklas Breitfeld, our new Senior Software Engineer](https://zymtrace.com/article/welcoming-niklas-breitfeld-our-new-senior-software-engineer/): by Israel Ogbole, Jan 30, 2025 - [Welcoming Christian Kuch, our new Senior Frontend Engineer](https://zymtrace.com/article/welcoming-christian-kuch-our-new-senior-frontend-engineer/): by Israel Ogbole, Jan 21, 2025 - [Welcoming Timo von Hartz, our new Senior Software Engineer](https://zymtrace.com/article/welcome-timo-von-hartz-our-new-senior-software-engineer/): by Israel Ogbole, Jan 13, 2025 - [Privacy Policy](https://zymtrace.com/privacy/) - [Terms of Service](https://zymtrace.com/terms/)