Artificial Intelligence / Machine Learning Engineer - Associate

iCapital, Inc.; New York (NY); Hybrid; USD 100,000 - 130,000; Full time

Benefits offered by this job

Equity for employees

Annual performance bonus

Retirement plan

Healthcare benefits

Dental insurance

Vision coverage

Telemedicine

Mental health counseling

Parental leave

Unlimited PTO

Job summary

iCapital is seeking an Associate AI Engineer in New York to design, build, and scale production‑grade AI systems that drive real business outcomes.

You will work with senior engineers and cross‑functional partners to deploy AI capabilities as APIs and services in a FinTech environment, emphasizing reproducibility and robust software delivery.

Qualifications

• 2–3 years of experience building production AI/ML systems.
• Strong Python and familiarity with cloud-based AI workloads.
• Solid statistics, EDA, and data quality reasoning.
• Clear written and verbal communication for collaboration.
• Experience with modern LLM tooling or document AI approaches.
• Knowledge of software development lifecycle, CI/CD, and testing.
• Experience with agentic communication protocols is a plus.

Responsibilities

• Design and implement modular AI capabilities including LLM-based reasoning, document intelligence, intelligent knowledge systems, and agentic orchestration.
• Own components of the full AI system lifecycle from scoping to deployment and monitoring in production.
• Build evaluation pipelines with robust metrics and reproducible datasets.
• Collaborate across teams and communicate results via documentation and handoffs.

Skills

Python

Cloud/AWS

LLM tooling

Data analysis

Communication

CI/CD

Team collaboration

Tools

Transformers

vLLM

unsloth

Git

Docker

Job description

Artificial Intelligence / Machine Learning Engineer - Associate

New York, New York, United States

About the Role

iCapital is seeking an Associate AI Engineer to help build and scale production-grade AI systems that deliver real business outcomes.This role is ideal for an engineer early in their career who enjoys turning ambiguous problem statements into working systems, and who pairs creative problem-solving with disciplined measurement, reproducibility, and operational rigor.This individual will be on the AI/ML team and will work closely with senior AI and machine learning engineers, as well as cross-functional partners, to design, implement, evaluate, and operate AI capabilities as APIs and services in a real-world FinTech environment.This individual will be expected to bring strong analytical fundamentals, curiosity, and a bias toward delivering robust, maintainable systems.

Responsibilities

• Design and implement modular AI capabilities including LLM-based reasoning, document intelligence (OCR/IDP), intelligent knowledge systems, and agentic orchestration to power internal and external workflow automation.


• Own components of the full AI system life cycle to achieve tangible business outcomes, including scoping, POC, solution design, model development, deployment, monitoring and continuous improvement in production environments.


• Build robust evaluation pipelines for AI systems, defining statistically sound, problem‑specific metrics, constructing and curating benchmark datasets, and enforcing strict dataset and model versioning to ensure reproducibility and continuous improvement.


• Collaborate across teams and communicate results clearly via documentation, write‑ups, and handoffs.

Qualifications

• 2-3 years of relevant experience, including hands‑on experience developing production AI/ML systems, including exposure to AWS or cloud‑native development patterns for AI/ML workloads, and familiarity with AI development life cycle best practices


• Strong proficiency in Python


• Solid fundamentals in statistics, exploratory data analysis, and the ability to reason about data quality, experiments, and error patterns


• Clear written and verbal communication with the ability to document work and collaborate in a team setting


• Experience with modern LLM tooling (i.e. transformers, unsloth, vLLM, agentic frameworks) or document AI approaches (IDP)


• Familiar with software development best practices (source control, CI/CD, testing, documentation) and working through a full development lifecycle


• Experience with various agentic communication protocols, (i.e. MCP, A2A) is a plus

The base salary range for this role is $100,000 to $130,000. iCapital offers a compensation package which includes salary, equity for all full‑time employees, and an annual performance bonus. Employees also receive a comprehensive benefits package that includes an employer matched retirement plan, generously subsidized healthcare with 100% employer paid dental, vision, telemedicine, and virtual mental health counseling, parental leave, and unlimited paid time off (PTO).

We believe the best ideas and innovation happen when we are together. Employees in this role will work in the office Monday-Thursday, with the flexibility to work remotely on Friday.

iCapital is proud to be an Equal Employment Opportunity and Aff… We do not discriminate based upon race, religion, color, national origin, gender, sexual orientation, gender identity, age, status as a protected veteran, status as an individual with a disability, or other applicable legally protected characteristics.