Fire & Life Safety Reviewer — Vulcan

AuraOne, Inc.

United States

Remote

USD 62,000 - 83,000

Part time

14 days+

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Job summary

AuraOne, Inc. seeks a Fire & Life Safety Reviewer — Vulcan to evaluate model outputs against a versioned rubric, tag severity, and provide structured feedback for retraining.

This remote contractor role requires clear written reasoning, attention to detail, and the ability to calibrate across long rubrics. Availability is at least 10 hours weekly.

Qualifications

  • Prior evaluation, annotation, or human-rater experience on fire life safety vulcan evaluation or adjacent content for Fire & Life Safety Reviewer — Vulcan work.
  • Comfort applying multi-page rubrics consistently across long batches.
  • Clear written reasoning that names the issue and the rubric clause being applied.
  • Strong attention to detail and the ability to flag when a prompt itself is the problem.
  • Reliable async availability for at least 10 hours per week.

Responsibilities

  • Evaluate fire life safety vulcan evaluation model outputs against a versioned rubric and assign severity tags for Fire & Life Safety Reviewer — Vulcan assignments.
  • 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.
  • Maintain reviewer-quality scores by calibrating against gold-standard examples each week.
  • Document recurring failure modes so the modeling team can target them in the next training run.

Skills

Model output evaluation
Rubric-based annotation
Severity tagging
Inter-rater calibration
Fire Life Safety Vulcan evaluation

Job description

Fire & Life Safety Reviewer — Vulcan is a remote evaluation track for reviewing fire life safety vulcan evaluation prompts and responses against AuraOne's quality rubric. Reviewers compare paired outputs, label edge cases, and write the kind of structured feedback the modeling team can use to retrain.

Why this role matters

AI data reviewers help turn fire life safety vulcan evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities
  • Evaluate fire life safety vulcan evaluation model outputs against a versioned rubric and assign severity tags for Fire & Life Safety Reviewer — Vulcan assignments.
  • 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.
  • Maintain reviewer-quality scores by calibrating against gold-standard examples each week.
  • Document recurring failure modes so the modeling team can target them in the next training run.
Qualifications
  • Prior evaluation, annotation, or human-rater experience on fire life safety vulcan evaluation or adjacent content for Fire & Life Safety Reviewer — Vulcan work.
  • Comfort applying multi-page rubrics consistently across long batches.
  • Clear written reasoning that names the issue and the rubric clause being applied.
  • Strong attention to detail and the ability to flag when a prompt itself is the problem.
  • Reliable async availability for at least 10 hours per week.
Example tasks
  • Compare two fire life safety vulcan evaluation model responses to the same prompt and pick the stronger one with rationale.
  • Tag an unsafe response with the correct policy category and severity.
  • Audit a 50-row batch for rubric consistency and report drift to the program lead.
  • Propose a rubric clarification after spotting a recurring failure mode.
Nice to have
  • Background in linguistics, content moderation, or trust & safety review.
  • Experience with inter-rater agreement metrics and calibration cycles.
  • Domain expertise that lets you spot subject-matter errors automated checks miss.
Skills
  • Model output evaluation
  • Rubric-based annotation
  • Severity tagging
  • Inter-rater calibration
  • Fire Life Safety Vulcan evaluation
Work model

Remote — US-eligible. Remote · Independent specialist contractor. Employment type: CONTRACTOR. Applicants must be authorized to work from US.

Compensation

$45–$60 / hr

Prior evaluation, annotation, or human-rater experience on fire life safety vulcan evaluation or adjacent content for Fire & Life Safety Reviewer — Vulcan work. Comfort applying multi-page rubrics consistently across long batches. Clear written reasoning that names the issue and the rubric clause being applied. Strong attention to detail and the ability to flag when a prompt itself is the problem. Reliable async availability for at least 10 hours per week.

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