---
title: "Hire Comet Engineers for ML Experiment Tracking | Azendo"
description: "Comet engineers track experiments and follow them through to production monitoring. A dedicated team with ML skills, billed as one fixed monthly fee."
url: "https://azendo.co/skills/comet/"
---

1. [Home](https://azendo.co/)
2. [Skills](https://azendo.co/skills/)
3. Comet

# Comet specialists for your dedicated team.

Comet is an experiment management platform covering tracking, model production monitoring, dataset versioning and artefact management, with both cloud and self-hosted deployment.

## Where Comet fits in a long-term product team.

Comet's distinguishing feature is covering the whole lifecycle, from training into production. Tracking experiments and monitoring production behaviour in one platform puts how a model scored and how it performs side by side.

That continuity matters because the two are so often disconnected. A model with excellent offline metrics performing poorly in production is the standard machine learning disappointment, and diagnosing it needs both sets of numbers in the same place.

## What your dedicated team does with Comet.

Self-hosting is available, which decides the choice where training data or production inputs cannot go to a third-party service.

Making that decision on data-protection grounds is part of responsible scoping, as set out in how the monthly fee is built.

## Common Comet use cases.

* Offline scores compared to production behaviour Both in one place, which is what makes the usual disappointment diagnosable.
* Datasets versioned alongside runs A complete record of what each model was trained on.
* Self-hosted where data cannot leave Deployment inside the estate when inputs are sensitive.

## Adding Comet skills to your team.

Experiment platform selection is assigned inside AI capacity, with hosting decided on data-protection grounds.

At Azendo, Comet work sits with a [dedicated MLOps team](https://azendo.co/services/dedicated-mlops-team/). Comet specialists join your team remotely as dedicated, full-time team members, selected, employed and managed by us in Chiang Mai and Bangkok. Companies that [hire offshore developers](https://azendo.co/hire-a-dedicated-development-team-in-thailand/) through Azendo add the skill when the product calls for it.

## Service areas that use Comet

* [MLOps engineering](https://azendo.co/services/dedicated-mlops-team/)

Capacity is agreed across your whole team, with one monthly fee, not per skill.

## Related in mlops and model delivery

* [MLOps handoff, a skill in our teams](https://azendo.co/skills/mlops-handoff/)
* [ONNX, a skill in our teams](https://azendo.co/skills/onnx/)
* [TensorRT, a skill in our teams](https://azendo.co/skills/tensorrt/)
* [Model registry, a skill in our teams](https://azendo.co/skills/model-registry/)
* [Weights & Biases, a skill in our teams](https://azendo.co/skills/weights-and-biases/)
* [Neptune.ai, a skill in our teams](https://azendo.co/skills/neptune-ai/)
* [DVC, a skill in our teams](https://azendo.co/skills/dvc/)
* [Feast, a skill in our teams](https://azendo.co/skills/feast/)

## Tell us what you need Comet for.

A service delivery manager will reply with the specialists we'd suggest, the monthly capacity and what the first month looks like.

[Browse all skills](https://azendo.co/skills/)