---
title: "Hire Prompt Evaluation Specialists for LLM Output | Azendo"
description: "Prompt evaluation specialists who build test sets, set up judges and catch regressions in LLM output. AI-trained, dedicated to your product and managed by us."
url: "https://azendo.co/skills/prompt-evaluation/"
---

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

# Prompt evaluation specialists for your dedicated team.

Prompt evaluation measures whether a change to a prompt, model or retrieval step improved output, using a fixed test set with defined criteria, scored automatically, by a model judge, or by people.

## Where Prompt evaluation fits in a long-term product team.

Without evaluation, prompt work is guesswork with confidence. A change that improves one example often degrades three others, and the damage goes unseen without checks. A fixed test set with expected behaviour turns that from opinion into measurement.

Model-based judging scales but has its own biases: judges prefer longer answers, favour output from the same model family, and are inconsistent on borderline cases. Calibrating a judge against human scores on a sample is what makes its verdicts usable.

## What your dedicated team does with Prompt evaluation.

The test set is the asset, and it should grow from production failures. Every case where the system got something wrong is a case that belongs in the suite, so the same failure cannot recur unnoticed.

Maintaining that set continuously is ongoing work, held within an agreed committed monthly capacity.

## Common Prompt evaluation use cases.

* Every change measured A fixed set scored before and after, so an improvement is evidenced.
* Regressions caught before release Evaluation in the pipeline, so a prompt change cannot quietly degrade other cases.
* A suite grown from real failures Production errors added as cases, so the same mistake cannot recur silently.

## Adding Prompt evaluation skills to your team.

Evaluation is explicit scope for your [dedicated AI team](https://azendo.co/services/dedicated-ai-engineering-team/), because measurement is what makes deliberate improvement possible.

You can add Prompt evaluation capacity as one dedicated specialist or as part of a wider remote team, with the people managed by us from our offices in Thailand. Companies [hire dedicated developers](https://azendo.co/hire-a-dedicated-development-team-in-thailand/) this way under one agreement and one monthly fee.

## Service areas that use Prompt evaluation

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

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

## Related in ai and machine learning

* [PyTorch, a skill in our teams](https://azendo.co/skills/pytorch/)
* [TensorFlow, a skill in our teams](https://azendo.co/skills/tensorflow/)
* [scikit-learn, a skill in our teams](https://azendo.co/skills/scikit-learn/)
* [Pandas, a skill in our teams](https://azendo.co/skills/pandas/)
* [NumPy, a skill in our teams](https://azendo.co/skills/numpy/)
* [embeddings, a skill in our teams](https://azendo.co/skills/embeddings/)
* [function calling, a skill in our teams](https://azendo.co/skills/function-calling/)
* [vLLM, a skill in our teams](https://azendo.co/skills/vllm/)

## Tell us what you need Prompt evaluation 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/)