

Forward-Deployed AI & Data Engineering
Factored engineers embed in your environment, work across your stack, and drive critical engineering through production.
Enterprise AI Breaks Across Fragmented Systems
Factored engineers work across those boundaries to move AI and data systems into secure, reliable production.
Data Foundations
- Pipelines
- Platforms
- Context
AI & ML Systems
- Forecasting
- Recommendations
- Anomaly detection
- Computer vision
- Agentic AI
Production Workflows
- Applications
- Automations
- Analytics
Expert FDEs Deployed On Your Behalf
Technical Judgment
Our engineers bring a point of view on architecture, tooling, and sequencing, earned across 100’s of real-world AI and data engagements.
Tech Agnostic By Design
Model, cloud, and platform neutral. Our recommendations follow your problem, not a vendor roadmap.
Embedded Through Production
Working in your environment and your time zone, our engineers build context quickly and remain accountable through production.
Specialized Engineers Across AI & Data

AI, Built To Scale
Agentic systems, enterprise applications, RAG, orchestration, evals, guardrails, observability, and secure integration.

From Promising Models To Real-World Impact.
Designing ML and AI systems that operate in production, at scale, under real constraints. From classical ML to GenAI, we excel at deployment, monitoring, and measurable outcomes.

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Fast, Resilient Data Pipelines
Engineering high-performance data platforms through architecture design and optimized pipeline orchestration.

Turn Data Into Decisions.
Designing scalable analytics infrastructure that delivers trusted insights and accelerates decision-making to drive measurable business impact.
- Executive and operational decision dashboards
- KPI frameworks tied to revenue and efficiency outcomes
- Self-serve analytics for business teams, accelerating insight to decision-making
Powered By A Proven Talent Engine
Identifying, vetting, and developing exceptional AI and data engineers across the Americas.
- Rigorously Vetted: Technical assessments, live evaluation, and role-specific screening validate real engineering depth before deployment.
- Continuously Developed: Residency, research, and ongoing technical training keep engineers current across AI, ML, and modern data systems.
- Proven Accelerators & IP: Reusable architectures, tools, and accelerators bring proven patterns to every engagement.
- Built To Scale With You: 500+ specialized engineers lets us expand teams as your systems, priorities, and technical requirements evolve.
- Matched To The Problem: Engineers are selected for the specific architecture, stack, domain, and workstream.
Proven Process
Our Vetting Process

Founded With Dr. Andrew Ng. Built For Excellence

Founded With Dr. Andrew Ng
AI & Data excellence was built into Factored from day one, with Dr. Andrew Ng as co-founding advisor and technical quality at the core.
- Built exclusively around AI, ML, Data Science, and Data Engineering
- Established a rigorous technical vetting and development model
- Forward-deployed engineering model built around client production environments

30,000 Hours of Open Speech Data
Factored helped build The People’s Speech with MLCommons, establishing an early track record of engineering AI infrastructure at scale.
- Published research presented at NeurIPS
- Contributing to open AI research alongside NVIDIA, Intel, Harvard, and MLCommons
- Expanding production engineering across AI, ML, and Data

Published at NeurIPS
Factored helped build DataPerf, advancing standardized benchmarks for measuring the data behind ML systems.
- Published engineering research across data-centric AI and ML
- Building production systems across the AI & Data stack
- Technical work spanning benchmarks, datasets, ML systems, and enterprise applications

NeurIPS Best Paper
Factored engineering contributed to PRISM, recognized with Best Paper in the NeurIPS Datasets & Benchmarks Track.
- Published engineers across NeurIPS and ICML
- Research spanning LLMs, evaluation, data quality, and responsible AI
- Production engineering across hundreds of real-world AI & Data engagements

1M+ Hours of Multilingual Speech Data
Factored co-developed web-scale AI infrastructure spanning more than 1 million hours of speech across 89+ languages.
- Research spanning speech AI, LLM evaluation, data quality, and geospatial AI
- Technical collaborations with MLCommons, Common Crawl, and NASA Harvest
- 48+ TB processed in a single open speech research initiative

Award-Winning Research at CVPR
Factored earned Best Short Paper at AI4RWC / CVPR, continuing a multi-year record of recognized AI research.
- 20 research publications across Factored’s growing research portfolio
- Published and presented across NeurIPS, ICML, ICLR, CVPR, and Nature Medicine
- 500+ AI & Data engineers spanning AI, ML, Data Science, Data Engineering, and Analytics
Agentic AI & Machine Learning At Scale



Forward Deployed Engineering.
In Your Environment.
In Your Time Zone.
Inside your standups, architecture decisions, workflows, and production environments
We build on your stack, for your business
1,000’s of AI & Data engagements across complex production environments
Discuss Your Challenge
Start Building