Full-Time

Applied AI/ML Engineer

Updated on 9/4/2026

Confido

Confido

51-200 employees

OTC invoicing and ACH payments platform

Compensation Overview

$200k - $250k/yr

+ Equity

New York, NY, USA

In Person

Relocation support is available.

Master's

Category
AI & Machine Learning (1)
Required Skills
LLM
Forecasting
Machine Learning
Data Engineering
RAG

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Requirements
  • At least 3 years of applied artificial intelligence or machine learning experience, including systems taken to production.
  • Depth in at least one of time-series forecasting and statistical modeling, large language model and agentic systems, or large-scale messy-data engineering, with working fluency across several of these areas.
  • Experience building evaluation and monitoring systems, selecting trustworthy metrics, and avoiding data leakage and train/serve skew.
  • Strong product sense and the ability to translate artificial intelligence capabilities into real outcomes while selecting simpler approaches when appropriate.
  • A master's degree in science, technology, engineering, or mathematics.
  • Experience with production systems and probabilistic-system reliability across research, prototyping, production, and evaluation.
Responsibilities
  • Build large language model systems that convert complex, inconsistent financial documents into clean, typed, validated data.
  • Design agentic workflows that retrieve and reason over fragmented enterprise systems, including evaluation harnesses and production guardrails.
  • Build and improve demand forecasting across thousands of intermittent series using classical time-series methods and gradient-boosted models, with rolling-origin backtesting and best-fit selection.
  • Perform baselining, outlier and anomaly detection, entity reconciliation, and ingestion across heterogeneous real-world data sources.
  • Own evaluation datasets, benchmarks, and monitoring for systems without a single correct answer.
Desired Qualifications
  • Demand forecasting and time-series experience, including Prophet, ARIMA-family methods, or gradient-boosted models.
  • Production experience with agentic workflows, retrieval-augmented generation, or retrieval systems.
  • Document understanding and information extraction from unstructured sources.
  • Startup experience or comfort working in fast-moving environments.

ConfidoTech provides a financial technology platform that streamlines the order-to-cash process for businesses. It focuses on ACH payments, letting customers upload bank details to make payments, and delivers invoices and remittance data. The platform offers real-time payment status tracking through customer portals and is designed for quick setup: users log in with their credentials to connect, avoiding lengthy integrations. It ensures accurate remittance details so payments can be automatically applied, reducing processing costs and the risk of lost invoices. Competing primarily on ease of setup, real-time visibility, and automated remittance processing, ConfidoTech targets businesses looking to optimize invoicing and payments. The company earns revenue through subscription fees for its platform services.

Company Size

51-200

Company Stage

Series A

Total Funding

$20.1M

Headquarters

New York City, New York

Founded

2020

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Simplify Jobs

Simplify's Take

What believers are saying

  • Auto-Disputes launched August 2026, automating invalid deduction detection and repayment filings.
  • Confido hired Matan Friedmann as Head of AI in April 2026.
  • Fresh product updates position Confido as the AI operating system for CPG finance.

What critics are saying

  • Confido faces crowded CPG spend automation rivals like Blacksmith, Vividly, Crisp, and Cresicor.
  • Muffin integration failure by December 2026 weakens its single-platform story and cross-sell economics.
  • If buyers prefer standalone deduction tools, Confido becomes a narrower point solution.

What makes Confido unique

  • Confido bundles cash application, deductions, forecasting, and analytics for CPG brands.
  • It serves 200+ brands managing $20B+ revenue, including OLIPOP and Dr. Squatch.
  • Muffin Data acquisition adds retailer and distributor analytics before year-end 2026 integration.

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Benefits

Company Equity

Unlimited Paid Time Off

Relocation Assistance

Health Insurance

Dental Insurance

Vision Insurance

Remote Work Options

Growth & Insights and Company News

Headcount

6 month growth

24%

1 year growth

24%

2 year growth

24%
FinTech Futures
Feb 27th, 2026
ICYMI fintech funding round-up: Confido, WafR, Burst, and more

Our weekly fintech round-up for you to get the latest funding news from around the world. Featuring Confido, WafR, Burst, and more. Read more here.

Confido Tech
Oct 8th, 2025
Confido Acquires Muffin Data for Analytics

Confido has acquired Muffin Data to enhance its analytics capabilities for CPG brands. Muffin Data, founded by Andrés Recalde and Salvatore Calvo, specializes in consolidating retailer and distributor data. The acquisition will integrate Muffin's data capabilities into Confido's platform, allowing for seamless connection of trade spend analysis with retail sales performance. Muffin will remain a standalone product initially, with full integration expected by year-end.

AFROTECH
Aug 20th, 2025
Confido Raises $20M for CPG Automation

Confido, the first automated financial operations software for CPG, has raised $20M in Series A and seed rounds led by Footwork and Watchfire Ventures. Founded by Justin Hunter and Kara Holinski, Confido aims to help CPG brands like OLIPOP and Dr. Squatch scale in retail by automating financial operations. The funding will expand the team and enhance AI capabilities to optimize retail potential.

Menlo Times
Aug 13th, 2025
Confido Raises $20 Million to Build AI-Powered Financial OS for CPG Brands

Confido, led by Kara Holinski and Justin Hunter, has raised $20 million, which includes $15 million in Series A funding led by Footwork and an unannounced seed round led by Watchfire Ventures.

Confido Tech
Aug 12th, 2025
A Note from Our Founders: Raising Our Series A to Build the Future of CPG Finance | The Confido Aisle

Read more about A Note from Our Founders: Raising Our Series A to Build the Future of CPG Finance