Applied AI/ML Engineer

Confido

$135K — $160K *
Finance & Insurance
Less than 5 years of experience
Job Overview by Ladders

Qualifications

  • 3+ years of applied AI / ML with production systems experience
  • Expertise in time-series forecasting, LLM, and large-scale data engineering
  • Proficient in evaluation and monitoring of AI models
  • Strong ability to convert AI capabilities into practical business outcomes
  • Master's degree in a STEM field

Responsibilities

  • Develop LLM systems for processing complex financial documents
  • Create agentic workflows to access and reason over fragmented enterprise data
  • Enhance demand forecasting for numerous intermittent time series
  • Manage messy real-world data with outlier detection and entity reconciliation
  • Define success metrics and create evaluation datasets for system monitoring

Benefits

  • Equity in the company
  • Fully paid health insurance premiums
  • Comprehensive dental and vision coverage
  • Fertility and family-forming support
  • 12 weeks of paid parental leave
  • Unlimited paid time off with regular long weekends
  • 401(k) plan
  • Paid relocation assistance to New York City
  • Workspace setup with a personal stipend
  • Team perks including catered lunches and snacks
Full Job Description
The Role

Build the core AI behind Confido - and get your hands on an unusually rich, messy dataset: hundreds of thousands of documents across dozens of sources and hundreds of layouts and contexts, much of it beyond what any system reads well today.

As a Senior Applied AI / ML Engineer, you'll own AI problems end to end - research, prototyping, production, and the evaluation that keeps probabilistic systems reliable - across document understanding, forecasting, and agentic workflows.

Location: New York, NY (Relocation supported)
What you'll do
  • Build LLM systems that turn complex, inconsistent financial documents into clean, typed, validated data - the backbone the rest of the platform runs on
  • Design agentic workflows that retrieve and reason over fragmented enterprise systems, with the eval harnesses and guardrails to run them in production
  • Build and improve demand forecasting across thousands of intermittent series - classical time-series and gradient-boosted models, with rolling-origin backtesting and best-fit selection
  • Wrangle messy, real-world data: baselining, outlier and anomaly detection, entity reconciliation, and ingestion across heterogeneous sources
  • Own how we measure success - eval datasets, benchmarks, and monitoring for systems with no single "correct" answer
What we're looking for

Required
  • 3+ years of applied AI / ML, with systems you've taken to production (not just prototypes)
  • Depth in at least one, and working fluency across several, of: time-series / forecasting and statistical modeling; LLM and agentic systems; large-scale messy-data engineering
  • You build evaluation and monitoring as a matter of course - and know which metric to trust, and how to avoid leakage and train/serve skew
  • Strong product sense: you turn AI capability into real outcomes, and know when a simpler approach wins
  • Masters degree in STEM


Nice to have
  • Demand forecasting / time-series (Prophet, ARIMA-family, gradient-boosted)
  • Agentic workflows, RAG, or retrieval systems in production
  • Document understanding / information extraction from unstructured sources
  • Startup experience or comfort in fast-moving environments


Perks + Benefits
  • Equity - own a meaningful piece of the company you're helping build
  • Fully paid health coverage through Aetna - we cover 100% of employee premiums
  • Top-tier dental and vision coverage through Guardian
  • Carrot Fertility Pro - comprehensive fertility and family-forming support
  • 12 weeks of paid parental leave
  • Unlimited PTO - plus regular 4-day holiday weekends we actually take
  • 401(k) through Vestwell
  • Paid relocation support - we'll help you make the move to NYC
  • Fully equipped workspace from day one - laptop, monitor, keyboard, and a $200 stipend to personalize your setup
  • Team perks - catered Friday lunches, team dinners, and unlimited coffee + snacks featuring products from the brands we work with


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