(On-Call) Senior Financial Planning & Analysis (FP&A) SME (AI Evaluation) | U.S.

Schedule & Availability

This is a project-based independent contractor opportunity supporting the evaluation of advanced AI models.

As with many AI projects, work is assigned based on client demand. Although we anticipate strong project volume, available work may fluctuate over time. This engagement is best suited for consultants who are comfortable with a dynamic, project-based environment.

AI Evaluation Experience

Previous experience with AI evaluation, RLHF, prompt engineering, AI annotation, or LLM evaluation is strongly preferred. Candidates with exceptional finance expertise who are eager to learn structured AI evaluation workflows are also encouraged to apply.

About the Role

We are seeking an experienced Quantitative Finance Subject Matter Expert to support the development, evaluation, and improvement of advanced Artificial Intelligence (AI) models.

This is not a traditional Investment Banking position.

Instead, you will apply your real-world expertise to evaluate complex AI-generated financial analyses, validate technical reasoning, identify inaccuracies, and help improve Large Language Models (LLMs) used within the finance industry.

We are looking for professionals who are recognized as experts within their field—individuals capable of evaluating financial reasoning with the same rigor expected in investment banking, corporate finance, transaction advisory, and institutional finance environments.

Requirements

• Domain Expertise
• Candidates should demonstrate expert-level knowledge in one or more of the following: Budgeting
• Forecasting
• Financial Planning
• Variance Analysis
• Cost Accounting
• Business Partnering
• Financial Reporting
• Strategic Planning
• Management Reporting

Preferred Qualifications

• Controller
• CFO
• FP&A Director

What Makes a Strong Candidate

CFO

Controller

FP&A Director

• Owned budgeting
• Built forecasting models
• Presented to executive leadership

Key Responsibilities

• Evaluate AI-generated financial analyses for technical accuracy, completeness, and quality of reasoning.
• Identify factual inaccuracies, unsupported assumptions, logical inconsistencies, and calculation errors.
• Review financial models, valuation methodologies, and investment analyses produced by AI.
• Create, review, and refine finance-related prompts, benchmark responses, and evaluation datasets.
• Apply detailed annotation guidelines consistently while maintaining exceptional quality standards.
• Provide structured, actionable feedback that improves AI model performance.
• Collaborate with Project Managers, Quality Assurance teams, and AI Researchers to improve evaluation methodologies.
• Maintain productivity and quality expectations while working independently in a remote environment.
• Required Qualifications
• Candidates should possess: Significant practical experience in Investment Banking, Corporate Finance, or Transaction Advisory.