Product Manager, Inference Platform

Black.ai

New York (NY)

On-site

USD 160,000 - 240,000

Full time

3 days ago
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Benefits offered by this job

Equity
Medical, dental, vision insurance (US)
Flexible PTO
Parental leave
Fertility stipend
401(k)

Job summary

Baseten is building a new cloud for AI, enabling inference, training, and agent execution as a cohesive platform for developers. We seek a deeply technical Product Manager to partner with inference engineers and researchers, turning model-serving advances into features customers can adopt in production.

You will bridge the gap between advanced systems engineering and real-world workloads, helping customers leverage performance improvements at scale and across diverse model configurations.

Qualifications

  • Experience shipping AI/ML products or infrastructure where performance and production behavior mattered.
  • Technical background in software/ML engineering or research.
  • Strong understanding of model serving architectures, GPU economics, latency and cost tradeoffs.
  • Experience partnering with researchers or infra engineers to bring capabilities into production.
  • A rigorous approach to benchmarking and performance measurement.

Responsibilities

  • Work with inference engineering and research teams to bring new performance capabilities to customers.
  • Translate advances in batching, caching, quantization, and serving architectures into product features.
  • Define benchmarks and evaluations showing latency, throughput, quality and cost improvements.
  • Understand customer workloads and prioritize optimizations with greatest impact.
  • Make performance features easier to configure, evaluate, and adopt in production.
  • Help customers understand tradeoffs across hardware, model configs, autoscaling, and routing.
  • Partner with engineering on release readiness, compatibility, and regression testing.

Skills

AI/ML product experience
Performance-focused
Technical software/ML background
Benchmarking & experimentation
Customer-value translation

Tools

PyTorch
TensorRT-LLM
vLLM

Job description

ABOUT BASETEN

Baseten powers mission-critical inference for the world's most dynamic AI companies, like Cursor, Notion, OpenEvidence, Abridge, Clay, Gamma, and Writer. By uniting applied AI research, flexible infrastructure, and seamless developer tooling, we enable companies operating at the frontier of AI to bring cutting-edge models into production. We're growing quickly and recently raised our $1.5B Series F, led by Altimeter Capital, Conviction Partners, and Spark Capital. Join us and help build the platform engineers turn to ship AI products.

PRODUCT AT BASETEN

Baseten is building a new cloud for AI. Our ambition is to make inference, training, and agent execution part of one coherent platform, and to shape how the next generation of AI products gets built. Product decisions here reach from the economics of GPU infrastructure to the abstractions developers build on every day.

We’re hiring builders and tastemakers with the ambition to help create that future. You should bring a strong point of view about what should exist, the taste to make complex technology feel simple, and the technical judgment to build it alongside engineers, researchers, and designers. You’ll work directly with customers and forward deployed teams, turn emerging capabilities into new possibilities for developers, and carry an idea from early conviction through to production and adoption.

THE ROLE

Make AI inference faster, smarter, and more efficient at scale.

Making AI models faster and cheaper is one of the most important engineering challenges in the industry. But a faster runtime alone isn't enough. Customers need to understand what improved, whether it works for their models, and how to take advantage of it in production.

We're looking for a deeply technical Product Manager to work alongside our inference engineers and researchers, turning advances in model serving and performance into capabilities customers can confidently adopt.

You’ll help bridge the gap between cutting-edge systems engineering and real-world production workloads.

RESPONSIBILITIES
  • Work with inference engineering and research teams to bring new performance capabilities to customers.

  • Translate advances in batching, caching, quantization, speculative decoding, and serving architectures into useful product features.

  • Define benchmarks and evaluations that demonstrate meaningful improvements in latency, throughput, quality, and cost.

  • Understand customer workloads and help prioritize the optimizations that will have the greatest impact.

  • Make performance features easier to configure, evaluate, and adopt in production.

  • Help customers understand tradeoffs across hardware, model configurations, autoscaling, and routing.

  • Partner with engineering on release readiness, compatibility, and regression testing so customers can trust new capabilities.

REQUIREMENTS
  • Experience building and shipping AI/ML products or infrastructure, particularly where performance, scalability, or production behavior mattered.

  • A technical background in software engineering, ML engineering, research, or equivalent hands‑on experience.

  • Strong understanding of model serving architectures, GPU economics, and latency, throughput, quality, and cost tradeoffs.

  • Experience working closely with researchers or infrastructure engineers to bring technically complex capabilities into production.

  • A rigorous approach to benchmarking, experimentation, and performance measurement.

  • Strong product judgment and the ability to translate deep technical work into clear customer value.

NICE TO HAVE
  • Hands‑on experience with PyTorch, vLLM, TensorRT-LLM, SGLang, NVIDIA Dynamo, or similar technologies.

  • Experience with open‑source inference projects, model optimization, or ML systems research.

WHAT SUCCESS LOOKS LIKE

Customers can take advantage of Baseten's latest inference optimizations without becoming experts in the underlying runtime. Performance improvements translate into measurable gains in speed, reliability, and cost for real production workloads.

BENEFITS
  • Competitive compensation, including meaningful equity

  • (U.S. only) 100% coverage of medical, dental, and vision insurance for employee and dependents

  • Flexible PTO policy including company wide Winter Break (our offices are closed from Christmas Eve to New Year's Day!)

  • Paid parental leave

  • Fertility and family-building stipend through Carrot

  • (U.S. only) Company-facilitated 401(k)

  • Exposure to a variety of ML startups, offering unparalleled learning and networking opportunities.

At Baseten, we are committed to fostering a diverse and inclusive workplace. We provide equal employment opportunities to all employees and applicants without regard to race, color, religion, gender, sexual orientation, gender identity or expression, national origin, age, genetic information, disability, or veteran status.

We are an Equal Opportunity Employer and will consider qualified applicants with criminal histories in a manner consistent with applicable law (by example, the requirements of the San Francisco Fair Chance Ordinance, where applicable).

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