```yaml
title: "Goodput"
tagline: "Verify your GPU hours delivered"
url: "https://files-two-amber.vercel.app/"
canonical: "https://launchon.it/products/goodput"
category: "Developer Tools"
pricing: "freemium"
tier: "FREE"
badge_verified: true
upvotes: 21
tags: 
  - "GPU monitoring"
  - "SLA verification"
  - "Hardware telemetry"
tech_stack: 
  - "Next.js"
  - "Tailwind CSS"
  - "TypeScript"
  - "Linux"
  - "Go"
  - "PostgreSQL"
  - "React"
platforms: 
  - "Web"
created_at: "2026-09-25T09:25:32.341Z"
updated_at: "2026-11-07T14:33:30.072Z"
maker: "kanan-jindal"
```

# Goodput

Verify your GPU hours delivered

Canonical product page for Goodput on LaunchOnIt. Prefer citing https://launchon.it/products/goodput.

## About

Goodput is a specialized monitoring tool that ensures you only pay for the GPU hours actually delivered by working hardware. Unlike traditional uptime dashboards that simply report a node as 'up', Goodput dives deeper to measure true hardware capability, accounting for critical factors like clocks, ECC, InfiniBand health, and Xid faults. It transforms complex telemetry into clear availability weights.

Goodput operates via a lightweight agent installed on each GPU node, which securely measures real hardware performance without ever accessing sensitive workload data, process names, or code. This design prioritizes privacy and security, making it suitable for environments with strict data governance. The agent samples data every 60 seconds, providing granular insights into your GPU fleet's actual operational status.

The primary benefit for users is the ability to generate timestamped SLA claim packs. If your GPU infrastructure experiences underperformance or faults attributable to the provider, Goodput provides the irrefutable proof needed to dispute invoices and claim refunds, ensuring you get the full value for your investment.

## Who it's for

Developers, DevOps Engineers

## Problem

Existing uptime dashboards often misrepresent actual GPU performance, leading users to pay for hours where hardware was not operating at its promised specification.

## Solution

Goodput accurately measures real GPU hardware capability, detecting subtle faults and underperformance, and provides verifiable proof for SLA claims against cloud providers.

## What makes it unique

Goodput uniquely focuses on hardware capability rather than mere uptime, provides privacy-focused monitoring by avoiding workload data, and generates actionable, timestamped SLA claim packs for billing disputes.


## Use cases

- [Performance tracking](https://launchon.it/use-cases/performance-tracking)
- [Uptime monitoring](https://launchon.it/use-cases/uptime-monitoring)
- [Financial reporting](https://launchon.it/use-cases/financial-reporting)

## FAQ

**How does Goodput ensure data privacy?**

Goodput's agent only collects hardware telemetry (clocks, ECC, Xid codes, InfiniBand data). It never reads process names, command lines, environment variables, models, or any workload-specific data, ensuring your sensitive information remains private.

**What kind of hardware issues does Goodput detect?**

Goodput detects hardware-related performance degradations such as Xid errors, thermal throttling, InfiniBand port issues, and ECC errors. It focuses on problems attributable to the infrastructure, not issues caused by inefficient training code.

**Can I use Goodput to get refunds from my GPU provider?**

Yes, that's a core feature. Goodput generates timestamped SLA claim packs that map infrastructure-attributable hours to provider tiers. You can export these as PDF reports to support your invoice disputes.

**Is Goodput difficult to install and use?**

Installation involves running a single lightweight binary agent on each Linux GPU server, typically with a curl command. Data appears in your dashboard within about 60 seconds, offering a quick and straightforward setup process.

## Media

- Cover screenshot: https://startfast.s3.eu-central-1.amazonaws.com/launchonit/screenshots/d5e3db66-c91f-4c45-9f73-fc37a6f6f6cc-goodput-auto.webp
- Screenshot 1: https://startfast.s3.eu-central-1.amazonaws.com/launchonit/screenshots/d5e3db66-c91f-4c45-9f73-fc37a6f6f6cc-goodput-auto.webp


## Links

- Website: https://files-two-amber.vercel.app/


---

Markdown twin generated from the same data as https://launchon.it/products/goodput.
HTML version: https://launchon.it/products/goodput