Job description

The brands on your kitchen shelf are run by people doing extraordinary work that nobody sees. We're building the platform they run on, and a brand they'll be proud to be part of. Confido is the AI operating system that runs cash application, deductions, trade and planning in one place for CPG brands. That means Finance, Sales, and Ops finally work on the same number. We’re trusted by 250+ brands managing $30B+ in revenue, including Daisy, OLIPOP, Simple Mills, Idahoan, and more. We've achieved best-in-class growth and recently raised a $55M Series B led by Insight Partners to accelerate our momentum. If you want your work on shelves everywhere — and outsized ownership while you build — we'd love to meet you. 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 an 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 Confido provides equal employment opportunities to all employees and applicants for employment and prohibits discrimination and harassment of any type without regard to race, color, religion, age, sex, national origin, disability status, genetics, protected veteran status, sexual orientation, gender identity or expression, or any other characteristic protected by federal, state or local laws.

Requirements

Must-haves

The brands on your kitchen shelf are run by people doing extraordinary work that nobody sees.
We're building the platform they run on, and a brand they'll be proud to be part of.
Confido is the AI operating system that runs cash application, deductions, trade and planning in one place for CPG brands. That means Finance, Sales, and Ops finally work on the same number.
If you want your work on shelves everywhere — and outsized ownership while you build — we'd love to meet you.
Location: New York, NY (Relocation supported)
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
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
Equity — own a meaningful piece of the company you’re helping build
Carrot Fertility Pro — comprehensive fertility and family-forming support
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

Nice-to-haves

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

Application prep

Use the role’s language and application details while tailoring your materials.

Keywords to mirror

aimlllmrest

Platform: ashby
Effort: quick

Benefits

Benefits detected in the listing.

Dental

Vision

401(K)

Pto

Parental Leave