Finance & Investment AI Rater​/Evaluator

Overview

LILT is building a global network of domain experts to support high-quality AI evaluation across training, benchmarking, red-teaming, and ongoing model monitoring. We are seeking finance and investment professionals to contribute expert judgment to human-in-the-loop AI evaluation workflows used by leading enterprises and hyperscalers.

This role is designed for professionals who understand how financial, investment, and economic information is used in real-world decision-making and who can apply that expertise to evaluate, assess, and improve multilingual AI systems.

Your contribution of expertise will directly influence our multilingual AI model’s quality, safety, and deployment readiness.

This role includes two distinct expert tracks, based on experience level and scope of responsibility.

Raters execute structured evaluation tasks using clearly defined rubrics and instructions.

Responsibilities

• Evaluate AI outputs related to finance, investment, and economic content

• Perform structured scoring, comparison, classification, and judgment tasks

• Assess factual accuracy, numerical correctness, relevance, and risk

• Identify hallucinations, misleading financial guidance, unsupported claims, or regulatory concerns

• Apply domain-specific financial guidelines consistently across tasks

Ideal Background

• Finance professionals, investment analysts, economists, accountants, auditors, or financial researchers

• Experience interpreting financial statements, investment materials, market data, or economic analysis

• Strong attention to detail and comfort working with structured evaluation criteria

Evaluators provide higher-level domain oversight and help shape how evaluation is done.

Responsibilities

• Validate and refine evaluation rubrics and edge-case handling

• Perform adjudication where raters disagree

• Conduct error analysis and qualitative reviews of model behavior

• Partner with LILT research, product, and customer teams on evaluation design

• Support red-teaming, financial risk analysis, and model readiness assessments

Ideal Background

• Senior finance professionals, portfolio managers, risk specialists, or financial subject matter experts

• Experience defining standards, reviewing complex edge cases, or advising on financial risk

• Ability to clearly explain nuanced financial reasoning and tradeoffs

Types of AI Evaluation Work

Depending on project demands, work may include:

• Financial and investment content evaluation
  Market data interpretation and economic reasoning assessment

• Benchmarking and comparative model analysis

• Red-teaming and risk-focused evaluation

• Ongoing model monitoring and regression testing

What We Look For

• Deep domain expertise in finance, investment, or economics

• Strong judgment and ability to apply criteria consistently

• Comfort working with structured evaluation workflows

• Ability to explain reasoning clearly, especially in ambiguous or high-risk cases

• Reliability, professionalism, and respect for quality standards

Engagement Model

• Contract-based, flexible participation

• Project-based work with clear expectations and timelines

• Opportunities for recurring work based on performance and demand

• Compensation communicated upfront per project or task type

Why This Work Matters

Your expertise helps ensure that AI systems:

• Handle financial and investment content responsibly

• Meet enterprise and regulatory expectations

• Are safer, more accurate, and more trustworthy across languages

Language Requirements

• Native or professional fluency in one or more supported languages is required
  Supported languages span 30+ global languages

• Language-specific nuance is assessed through screening and task-based evaluation, not separate job descriptions

• English fluency is required for guidelines, feedback, and collaboration

AI is changing how the world communicates — and LILT is leading that transformation.

LILT's mission is to make the world's information available to everyone, no matter the language they speak. Join our global community who thrive on innovation and excellence. Our collective knowledge, uniqueness, and skills deliver multilingual AI and…