
Hover or tap a row for full statistics (EUR / month on this chart).
Salary analysis
Compared with the selected benchmark ("All roles in Remote - Finland"), this listing's salary midpoint is about 91% lower. The offer sits below the benchmark range (€2,000–€5,500). The listed pay band (€298–€383) is tighter than the benchmark, which suggests lower salary variability. This benchmark is based on 131 comparable listings.
| Market | Lower bound (25th percentile) | Median | Upper bound (75th percentile) |
|---|---|---|---|
| Market Average: Software Developer | €3,410/per month | €4,545/per month | €7,650/per month |
| All roles in Remote - Finland | €2,000/per month | €3,400/per month | €5,500/per month |
| Pay in our data — not quoted in ad (Mid-Level) | €298/per month | €341/per month | €383/per month |
Outlier helps the world’s most innovative companies improve their AI agents by providing human feedback. Do you want to shape the future of autonomous agents like OpenClaw? We collaborate with leading AI organizations to train Large Language Models (LLMs) to function as proactive, multi-step agents. Our projects focus on teaching these systems how to design, coordinate, and optimize complex, real-world architectural workflows. Whether you are a passionate orchestration guru or experienced software developer -- we want you to help us train the world's most advanced generative systems. About the opportunity: Outlier is looking for skilled software experts to help train generative AI models. This freelance role is fully remote and offers flexible hours—you can contribute whenever it fits your schedule. You may contribute your expertise by… - Developing objective, verifiable criteria (rubrics) to evaluate system performance and ensure outputs meet strict functional requirements. - Reviewing system logs and "trajectories" to refactor code, improve execution paths, and reach a "Golden Path" of perfect reliability - Testing systems for vulnerabilities, including improper data exposure, unauthorized access escalations, and edge-case failures. We’re looking for people with… - 2+ years of experience in backend engineering, AI automation, or complex systems integration - Proven ability to build and maintain production-grade software with modular separation (e.g., distinct services for data parsing, logic processing, and reporting) - Strong command of at least two major languages (e.g., Python, JavaScript, Go, or Java) and experience working with SQL databases - Practical experience building for live, non-mocked environments and handling multi-turn system interactions. - Outstanding attention to detail and the ability to provide clear, high-density technical feedback on complex system behaviors Nice to have… - Expertise building multi-stage coordination tasks where data acquisition leads to reasoned output - Hands on experience integrating agents with live tools such as Supabase, Gmail, and various APIs to solve real-world problems - High level of comfort implementing persistent state and session discovery using MEMORY.md to track agent progress. - Experience identifying subtle failures like privacy leaks, authority escalation, or indirect prompt injections. Payment: Project work: Earn up to USD $50 per hour for core project work Additional incentives: On average, Outlier Contributors earn an additional 7.5% on top of the core project rates through Missions — Outlier's version of surge pricing. The top quartile of contributors boost their earnings by an average of 11%.
Job Details
Responsibilities
- Develop objective, verifiable criteria (rubrics) to evaluate system performance
- Review system logs and trajectories to refactor code and improve execution paths
- Test systems for vulnerabilities, including improper data exposure and edge-case failures
- Train Large Language Models (LLMs) to function as proactive, multi-step agents
Requirements
- 2+ years of experience in backend engineering, AI automation, or complex systems integration
- Ability to build and maintain production-grade software with modular separation
- Strong command of at least two major languages (e.g., Python, JavaScript, Go, or Java)
- Experience working with SQL databases
- Practical experience building for live, non-mocked environments
- Ability to provide clear, high-density technical feedback on complex system behaviors
Skills & Technologies
Education Level
None requiredBenefits & Perks
Recruitment Process
- 1Build Profile
- 2Confirm Identity
- 3Validate Skills
- 4Start Earning

Related Opportunities
Discover more opportunities that match your interests and skills