Remote Tool-Use Reasoning Failure Analyst

AI Trainer Jobs; United States; Remote; USD 28,000 - 55,000; Full time

Job summary

AuraOne is seeking a Tool-Use Reasoning Failure Analysis Reviewer to remotely review prompts and model outputs against our quality rubric. This independent contractor role involves comparing paired responses, labeling edge cases, and producing structured feedback for retraining.

Work is remote (US-eligible) with hourly compensation to be confirmed after interview, and placement depends on program demand and reviewer confirmation.

Qualifications

• Prior evaluation, annotation, or human-rater experience on tool use reasoning failure analysis evaluation.
• Ability to apply multi-page rubrics consistently across long batches.
• Clear written reasoning that names the issue and rubric clause being applied.
• Strong attention to detail and ability to flag when a prompt is the problem.
• Reliable async availability for at least 10 hours per week.

Responsibilities

• Evaluate tool use reasoning failure analysis evaluation model outputs against a versioned rubric and assign severity tags.
• Compare paired responses and pick the stronger answer with a written rationale.
• Label hallucinations, instruction-following failures, and unsafe content with structured tags.
• Capture ambiguous prompts and route them back to the program team for rubric updates.

Skills

Tool Use Reasoning Review

Annotation experience

Clear written reasoning

Attention to detail

Async availability

Job description

AuraOne is seeking a Tool-Use Reasoning Failure Analysis Reviewer to remotely review prompts and model outputs against our quality rubric. This independent contractor role involves comparing paired responses, labeling edge cases, and producing structured feedback for retraining.

Work is remote (US-eligible) with hourly compensation to be confirmed after interview, and placement depends on program demand and reviewer confirmation.