Receipt and Invoice Understanding Model Evaluator

AI Trainer Jobs; United States; Remote; USD 34,000 - 62,000; Full time

Job summary

AI Trainer Jobs is seeking a remote contractor to evaluate receipt and invoice understanding model outputs against AuraOne's rubric. You will review prompts, compare paired responses, label edge cases, and write structured feedback the modeling team can use to retrain.

As an independent specialist, you will assess model outputs, annotate with severity tags, and help calibrate inter-rater processes. This role requires reliable async availability (at least 10 hours/week) and meticulous attention

Qualifications

• Prior evaluation, annotation, or human-rater experience on receipt and invoice understanding model evaluation or adjacent content.
• Clear written reasoning that names the issue and the rubric clause being applied.
• Reliable async availability for at least 10 hours per week.
• Comfort applying multi-page rubrics consistently across long batches.

Responsibilities

• Evaluate receipt and invoice understanding model evaluation model outputs against a versioned rubric and assign severity tags for Receipt and Invoice Understanding Model Evaluator 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.

Skills

Attention to detail

Written reasoning

Reliable async availability

Comfort applying rubrics

Tools

Rubric-based annotation

Inter-rater calibration

Receipt and Invoice Understanding Model evaluation

Job description

Receipt and Invoice Understanding Model Evaluator is a remote evaluation track for reviewing receipt and invoice understanding model 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.

Category: Frontier Model Evaluation · Pay: Hourly rate confirmed after the interview process · Location: Remote — US-eligible · Contractor

Receipt and Invoice Understanding Model Evaluator is a remote evaluation track for reviewing receipt and invoice understanding model evaluation prompts and responses against AuraOne's quality rubric.

About the role

Receipt and Invoice Understanding Model Evaluator is a remote evaluation track for reviewing receipt and invoice understanding model 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.
AI data reviewers help turn receipt and invoice understanding model evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.
Review frontier model outputs. Judge benchmark failures and calibrate other evaluators.

Responsibilities

• Evaluate receipt and invoice understanding model evaluation model outputs against a versioned rubric and assign severity tags for Receipt and Invoice Understanding Model Evaluator 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.

Role details

Track Evaluation & annotation Work model Remote · Independent specialist contractor Compensation Hourly rate confirmed after the interview process. Eligible from US

What you should bring

• Prior evaluation, annotation, or human-rater experience on receipt and invoice understanding model evaluation or adjacent content for Receipt and Invoice Understanding Model Evaluator 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 receipt and invoice understanding model 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.

Useful experience

• 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.

Compensation and schedule

Hourly rate confirmed after the interview process.

Expected arrangement: contractor , with program-defined task volume and review pacing. Placement depends on current program demand and reviewer confirmation.

Skills used in matching

• Model output evaluation
• Rubric-based annotation
• Severity tagging
• Inter-rater calibration
• Receipt and Invoice Understanding Model evaluation
• Multimodal evaluation
• Cross-modal reasoning
• Grounding review
• Receipt
• Invoice
• Understanding

Application boundary

Creating a specialist profile records your experience and preferences. Starting role intake is a separate action that attaches this role to your candidate record.

Specialist intake

The intake preserves your chosen role, the visible terms, and source attribution for reviewer context.
- 01 Confirm profile and eligibility details.
- 02 Attach this role deliberately.
- 03 Receive a human review decision or follow-up.
Placement timing depends on program demand and reviewer confirmation.