AI That Runs
at Hardware Speed
Herdora is the profiler built for modern AI. Get code-level visibility into your entire pipeline, diagnose the true root cause of latency, and ship models that run at hardware speed.
Backed by Y Combinator
Herdora gives your engineers the visibility and control they’ve been missing — entirely on your infra.
Herdora gives your engineers the visibility and control they’ve been missing — entirely on your infra.
Self-Hosted, Open Source: Run Herdora in your cloud or on-prem.
INTRODUCTION
The Black Box of AI Performance
The promise of cheap, widely-accessible intelligence relies on massive build outs of compute infrastructure. Monitoring the performance of this infra, from code to hardware, remains opaque.
Today's profiling and monitoring tools are isolated and insufficient. They generate overwhelming logs and traces that bury the real insights, leaving teams to excavate answers from mountains of noise.
We give engineering teams the instrumentation and insights to unlock maximum performance from their compute fleets while maintaining complete ownership of their infrastructure and optimizations.
INTRODUCTION
The Black Box of AI Performance
The promise of cheap, widely-accessible intelligence relies on massive build outs of compute infrastructure. Monitoring the performance of this infra, from code to hardware, remains opaque.
Today's profiling and monitoring tools are isolated and insufficient. They generate overwhelming logs and traces that bury the real insights, leaving teams to excavate answers from mountains of noise.
We give engineering teams the instrumentation and insights to unlock maximum performance from their compute fleets while maintaining complete ownership of their infrastructure and optimizations.
KEYS & CACHES
KEYS & CACHES
Automated GPU Profiling
Identify the root cause of slowdowns in seconds.
Identify the root cause of slowdowns in seconds.
Root Cause Analysis
Pinpoint whether the bottleneck is model code, data loading, memory I/O, or a specific GPU/PCIe limitation. Get a definitive answer—not guesses.
Root Cause Analysis
Pinpoint whether the bottleneck is model code, data loading, memory I/O, or a specific GPU/PCIe limitation. Get a definitive answer—not guesses.
Root Cause Analysis
Pinpoint whether the bottleneck is model code, data loading, memory I/O, or a specific GPU/PCIe limitation. Get a definitive answer—not guesses.
Production-Scenario Simulation
Profile realistically scaled workloads before they hit prod to catch issues early.
Production-Scenario Simulation
Profile realistically scaled workloads before they hit prod to catch issues early.
Production-Scenario Simulation
Profile realistically scaled workloads before they hit prod to catch issues early.
Layer-by-Layer Visualization
See a visual map of your model and the exact operators/kernels costing you performance.
Layer-by-Layer Visualization
See a visual map of your model and the exact operators/kernels costing you performance.
Layer-by-Layer Visualization
See a visual map of your model and the exact operators/kernels costing you performance.
Self-hosted Inference Optimization
Turn profiler insights into concrete wins, without leaving your environment.
Turn profiler insights into concrete wins, without leaving your environment.
Actionable Playbooks
Batch sizing, caching, memory layout, and runtime/config tweaks generated from your traces.
Actionable Playbooks
Batch sizing, caching, memory layout, and runtime/config tweaks generated from your traces.
Actionable Playbooks
Batch sizing, caching, memory layout, and runtime/config tweaks generated from your traces.
PR-Ready Changes
Export suggestions as diffs/configs you can review and merge.
PR-Ready Changes
Export suggestions as diffs/configs you can review and merge.
PR-Ready Changes
Export suggestions as diffs/configs you can review and merge.
Fits Your Stack
Works alongside your existing serving setup; no lock-in, no weight uploads.
Fits Your Stack
Works alongside your existing serving setup; no lock-in, no weight uploads.
Fits Your Stack
Works alongside your existing serving setup; no lock-in, no weight uploads.
Intelligent Performance Monitoring
Real-time performance tracking with negligible overhead, automatically optimizing your code on the fly.
Continuous Optimization
Our system learns from your production traffic, implementing new opportunities for optimization automatically.
Continuous Optimization
Our system learns from your production traffic, implementing new opportunities for optimization automatically.
Continuous Optimization
Our system learns from your production traffic, implementing new opportunities for optimization automatically.
Alerts with Answers
Get notified not just that performance degraded, but exactly which commit or change caused the issue.
Alerts with Answers
Get notified not just that performance degraded, but exactly which commit or change caused the issue.
Alerts with Answers
Get notified not just that performance degraded, but exactly which commit or change caused the issue.
Maintain Peak Performance
Ensure your models stay fast over time and deploy new versions with confidence.
Maintain Peak Performance
Ensure your models stay fast over time and deploy new versions with confidence.
Maintain Peak Performance
Ensure your models stay fast over time and deploy new versions with confidence.
WHY CHOOSE HERDORA
WHY CHOOSE HERDORA
BUILT FOR LLMS
Traditional profiling tools broke when models grew from 60M to 400B+ parameters. Herdora was built from the ground up for transformer workloads.
BUILT FOR LLMS
Traditional profiling tools broke when models grew from 60M to 400B+ parameters. Herdora was built from the ground up for transformer workloads.
BUILT FOR LLMS
Traditional profiling tools broke when models grew from 60M to 400B+ parameters. Herdora was built from the ground up for transformer workloads.
FULL STACK AUTOMATION
From profiling to optimization to monitoring - we automate the entire performance engineering workflow that currently requires rare, expensive talent.
FULL STACK AUTOMATION
From profiling to optimization to monitoring - we automate the entire performance engineering workflow that currently requires rare, expensive talent.
FULL STACK AUTOMATION
From profiling to optimization to monitoring - we automate the entire performance engineering workflow that currently requires rare, expensive talent.
PRODUCTION READY
Not just research. Our optimizations handle real production workloads with continuous batching, paged KV-cache management, and multi-tenant model packing.
PRODUCTION READY
Not just research. Our optimizations handle real production workloads with continuous batching, paged KV-cache management, and multi-tenant model packing.
AI That Runs at Hardware Speed
Join the companies that transformed inference from a cost center to competitive advantage.
contact@herdora.com
AI That Runs at Hardware Speed
Join the companies that transformed inference from a cost center to competitive advantage.
contact@herdora.com
AI That Runs at Hardware Speed
Join the companies that transformed inference from a cost center to competitive advantage.
contact@herdora.com