Product Manager, GPU Sandboxes

Product Manager, GPU Sandboxes

Full time

Apply to Job

San Francisco, CA

5 - 8 Years of Experience

Apply to Job

Share this job

Who is Recruiting from Scratch:

Recruiting from Scratch is a specialized talent firm dedicated to helping companies build exceptional teams. We partner closely with our clients to deeply understand their needs, then connect them with top-tier candidates who are not only highly skilled but also the right fit for the company’s culture and vision. Our mission is simple: place the best people in the right roles to drive long-term success for both clients and candidates.

https://www.recruitingfromscratch.com/

Product Manager

Location: San Francisco, CA Company Stage of Funding: Series A Office Type: In Person Salary: $220,000-$260,000 + Equity

Company Description

We’re representing a fast-growing infrastructure company building the compute layer for AI agents. Its platform provides secure, isolated, instantly available environments where AI agents can run code, interact with computers, train, and execute other compute-intensive workloads.

The infrastructure supports use cases across AI agents, reinforcement learning, model workloads, and developer environments for some of the world's largest AI companies.

The company closed its Series A earlier this year and has already grown approximately 10x since the round. The team remains small and senior, creating significant ownership for people joining at this stage.

What You Will Do

• Own the product strategy and roadmap for serverless GPU sandboxes.
• Work directly within the GPU engineering pod alongside its engineering lead.
• Determine what gets built, for whom, in what order, and at what price.
• Own decisions around instance shapes, GPU types, regions, quotas, and developer experience.
• Define product behavior around snapshots, pausing, and other sandbox lifecycle functionality.
• Spend significant time directly with customers, including AI agent companies, reinforcement-learning teams, and inference workloads.
• Translate customer pain points into a prioritized product backlog.
• Write clear product specifications, aggressively prioritize scope, and ship alongside engineering every week.
• Help shape pricing and packaging, including per-second GPU billing.
• Partner with Engineering on margin modeling and the economics of GPU workloads.
• Understand and communicate competitive positioning against other serverless GPU and compute platforms.
• Define and track metrics including:
• Activation
• Time to first GPU sandbox
• GPU utilization
• Net revenue retention across GPU SKUs
• Partner with Engineering and Finance on GPU capacity planning and procurement signals using actual customer-demand data.
• Balance technical product decisions with commercial considerations including pricing, margins, and unit economics.
• Help establish the product experience for an emerging infrastructure category where many of the conventions have yet to be defined.

Ideal Background

• 5+ years of product management experience.
• Meaningful experience working on infrastructure, cloud compute, or developer platforms.
• Strong technical fluency and the ability to work directly with highly technical engineers and customers.
• Comfortable discussing concepts such as:
• GPU scheduling
• Virtualization and isolation models
• API design
• Compute infrastructure
• Does not need to be a current software engineer but should have enough technical depth to independently evaluate engineering tradeoffs.
• Demonstrated experience shipping developer-facing products that achieved real adoption.
• Strong customer-discovery skills and a preference for speaking directly with users rather than relying primarily on internal presentations or secondhand feedback.
• Experience turning ambiguous customer problems into clear product priorities and specifications.
• Strong commercial instincts.
• Comfortable owning pricing, packaging, unit economics, and margin considerations as part of product strategy.
• Able to prioritize aggressively and make difficult scope decisions.
• Comfortable operating within a small, senior team where PMs work directly alongside engineering rather than coordinating through multiple organizational layers.

Preferred

• Previous product management experience with GPU products.
• Experience with serverless compute or ML infrastructure.
• Experience building products for AI-native companies or research labs.
• Familiarity with reinforcement learning and inference workloads.
• Understanding of GPU capacity, utilization, and infrastructure economics.
• Experience pricing usage-based infrastructure products.
• Previous experience as a software engineer.
• Background working on API-first developer products.
• Experience in an early-stage infrastructure or developer-tools company.

Compensation and Benefits

• Compensation: $220,000-$260,000 + Equity.
• Location: San Francisco.
• Company recently completed its Series A and has grown approximately 10x since.
• Works directly within the GPU engineering pod and alongside its engineering lead.
• Significant ownership across product strategy, technical roadmap, customer discovery, pricing, packaging, metrics, and capacity planning.
• The role is highly customer-facing and technically oriented.
• Best suited for an infrastructure-focused product leader who can move comfortably between GPU architecture discussions, customer discovery, API and developer-experience decisions, and commercial questions around pricing and unit economics.

Salary Range: $220,000-$260,000 base.

https://www.recruitingfromscratch.com/

Apply to Job

You can choose to drop your resume to complete your application faster. You can still fill your profile manually.

Upload Resume *

Drag & drop resume/CV or Upload file

Supports doc, docx, txt, rtf & pdf only, smaller than 10MB

Personal Information

Full Name *

Email *

Phone *

United States +1

+1

Afghanistan+93

Albania+355

Algeria+213

American Samoa+1

Andorra+376

Angola+244

Anguilla+1

Antigua & Barbuda+1

Argentina+54

Armenia+374

Aruba+297

Ascension Island+247

Australia+61

Austria+43

Azerbaijan+994

Bahamas+1

Bahrain+973

Bangladesh+880

Barbados+1

Belarus+375

Belgium+32

Belize+501

Benin+229

Bermuda+1

Bhutan+975

Bolivia+591

Bosnia & Herzegovina+387

Botswana+267

Brazil+55

British Indian Ocean Territory+246

British Virgin Islands+1

Brunei+673

Bulgaria+359

Burkina Faso+226

Burundi+257

Cambodia+855

Cameroon+237

Canada+1

Cape Verde+238

Caribbean Netherlands+599

Cayman Islands+1

Central African Republic+236

Chad+235

Chile+56

China+86

Christmas Island+61

Cocos (Keeling) Islands+61

Colombia+57

Comoros+269

Congo - Brazzaville+242

Congo - Kinshasa+243

Cook Islands+682

Costa Rica+506

Croatia+385

Cuba+53

Curaçao+599

Cyprus+357

Czechia+420

Côte d’Ivoire+225

Denmark+45

Djibouti+253

Dominica+1

Dominican Republic+1

Ecuador+593

Egypt+20

El Salvador+503

Equatorial Guinea+240

Eritrea+291

Estonia+372

Eswatini+268

Ethiopia+251

Falkland Islands+500

Faroe Islands+298

Fiji+679

Finland+358

France+33

French Guiana+594

French Polynesia+689

Gabon+241

Gambia+220

Georgia+995

Germany+49

Ghana+233

Gibraltar+350

Greece+30

Greenland+299

Grenada+1

Guadeloupe+590

Guam+1

Guatemala+502

Guernsey+44

Guinea+224

Guinea-Bissau+245

Guyana+592

Haiti+509

Honduras+504

Hong Kong SAR China+852

Hungary+36

Iceland+354

India+91

Indonesia+62

Iran+98

Iraq+964

Ireland+353

Isle of Man+44

Israel+972

Italy+39

Jamaica+1

Japan+81

Jersey+44

Jordan+962

Kazakhstan+7

Kenya+254

Kiribati+686

Kosovo+383

Kuwait+965

Kyrgyzstan+996

Laos+856

Latvia+371

Lebanon+961

Lesotho+266

Liberia+231

Libya+218

Liechtenstein+423

Lithuania+370

Luxembourg+352

Macao SAR China+853

Madagascar+261

Malawi+265

Malaysia+60

Maldives+960

Mali+223

Malta+356

Marshall Islands+692

Martinique+596

Mauritania+222

Mauritius+230

Mayotte+262

Mexico+52

Micronesia+691

Moldova+373

Monaco+377

Mongolia+976

Montenegro+382

Montserrat+1

Morocco+212

Mozambique+258

Myanmar (Burma)+95

Namibia+264

Nauru+674

Nepal+977

Netherlands+31

New Caledonia+687

New Zealand+64

Nicaragua+505

Niger+227

Nigeria+234

Niue+683

Norfolk Island+672

North Korea+850

North Macedonia+389

Northern Mariana Islands+1

Norway+47

Oman+968

Pakistan+92

Palau+680

Palestinian Territories+970

Panama+507

Papua New Guinea+675

Paraguay+595

Peru+51

Philippines+63

Poland+48