Evaluation Scenario Writer - AI Agent Testing Specialist

Mindrift; Italia; Remote; EUR 23,674 - 35,511; Part time

Benefits offered by this job

Flexible, remote working hours

Competitive pay up to $30/hour

Gain valuable experience for your portfolio

Job summary

A cutting-edge AI consultancy is seeking an Entry-Level Tester to design evaluation scenarios for LLM-based agents. Responsibilities include creating structured test cases to simulate human workflows, ensuring clarity and effectiveness of scenarios, and analyzing agent behaviors. This flexible part-time freelance role allows you to work around your academic or professional commitments while contributing to innovative AI projects. Ideal candidates hold a degree in a relevant field and possess strong analytical and communication skills.

Qualifications

• Bachelor's and/or Master's Degree in Computer Science, Software Engineering, Data Science, Artificial Intelligence, Computational Linguistics, or related fields.
• Background in QA, software testing, data analysis, or NLP annotation.
• Good understanding of test design principles like reproducibility and edge cases.

Responsibilities

• Design realistic evaluation scenarios for LLM-based agents.
• Create structured test cases that simulate human workflows.
• Analyze agent logs and decision paths.

Skills

Analytical mindset

Attention to detail

Strong written communication skills in English

Understanding of test design principles

Basic experience with Python

Basic experience with JavaScript

Education

Bachelor's and/or Master's Degree in relevant fields

Tools

JSON

YAML

Job description

At Mindrift, innovation meets opportunity. We believe in using the power of collective human intelligence to ethically shape the future of AI.

What We Do

The Mindrift platform connects specialists with AI projects from major tech innovators. Our mission is to unlock the potential of Generative AI by tapping into real‑world expertise from across the globe.

About The Role

Design realistic and structured evaluation scenarios for LLM‑based agents. Create test cases that simulate human‑performed tasks and define gold‑standard behavior to compare agent actions against. Ensure each scenario is clearly defined, well‑scored, easy to execute, and reusable. Require sharp analytical mindset, attention to detail, and interest in how AI agents make decisions.

• Create structured test cases that simulate complex human workflows.
• Define gold‑standard behavior and scoring logic to evaluate agent actions.
• Analyze agent logs, failure modes, and decision paths.
• Work with code repositories and test frameworks to validate scenarios.
• Iterate on prompts, instructions, and test cases to improve clarity and difficulty.
• Ensure scenarios are production‑ready, easy to run, and reusable.

How To Get Started

Apply to this post, qualify, and get the chance to contribute to projects aligned with your skills, on your own schedule. From creating training prompts to refining model responses, you'll help shape the future of AI while ensuring technology benefits everyone.

Requirements

• Bachelor's and/or Master's Degree in Computer Science, Software Engineering, Data Science / Data Analytics, Artificial Intelligence / Machine Learning, Computational Linguistics / NLP, Information Systems or related fields.
• Background in QA, software testing, data analysis, or NLP annotation.
• Good understanding of test design principles (e.g., reproducibility, coverage, edge cases).
• Strong written communication skills in English.
• Comfortable with structured formats like JSON/YAML for scenario description.
• Can define expected agent behaviors (gold paths) and scoring logic.
• Basic experience with Python and JavaScript.
• Curious and open to working with AI‑generated content, agent logs, and prompt‑based behavior.

Nice to Have

• Experience in writing manual or automated test cases.
• Familiarity with LLM capabilities and typical failure modes.
• Understanding of scoring metrics (precision, recall, coverage, reward functions).

Benefits

• Get paid for your expertise, with rates up to $30/hour depending on skills, experience, and project needs.
• Flexible, remote, freelance project that fits around professional or academic commitments.
• Participate in an advanced AI project and gain valuable experience to enhance your portfolio.
• Influence how future AI models understand and communicate in your field of expertise.

Seniority level

Entry level

Employment type

Part‑time

Job function

Other

Industries

IT Services and IT Consulting