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Sam Chen

Mid-Senior PM transitioning from B2B SaaS into AI/ML product roles
Sam Chen brings 3 career experiences in Senior Product Manager, AI Product, Senior Product Manager, Developer Tools, Product Manager, Agent Infrastructure, Group Product Manager, Platform, Principal PM, ML Infrastructure, Product Requirements & PRDs. Product Manager with 8 years shipping developer tools and B2B SaaS. Led three 0-to-1 launches, most recently an ML-powered dev-productivity feature that lifted weekly active users 34%. Comfortable across the stack: PRDs, sprint planning, prompt engineering, evals, GTM handoff. Actively seeking senior PM roles in AI product, developer platforms, or agent infrastructure at Series B+ companies.
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100%
Resume readiness
3
Experience entries
17
Featured skills

Recruiter snapshot

Credentials
B.S. Computer Science, Minor in Business
Experience
9+ Years
Shipped platforms
2+ independently built
Languages
English / Mandarin
Key technologies
Product Requirements & PRDs • Roadmap Planning • Prompt Engineering • LLM Evals
Location
Austin, TX

Credentials and fit

B.S. Computer Science, Minor in Business
Key strengths
Product Requirements & PRDsRoadmap PlanningPrompt EngineeringLLM EvalsPrototyping (Figma + Cursor)
Target roles
Senior Product Manager, AI ProductSenior Product Manager, Developer ToolsProduct Manager, Agent InfrastructureGroup Product Manager, Platform

Search-friendly headlines

Mid-Senior PM transitioning from B2B SaaS into AI/ML product rolesProduct Manager — AI & Developer Tools | Senior Product Manager, AI Product • Senior Product Manager, Developer Tools • Product Manager, Agent InfrastructureSam Chen — Portfolio & Resume

Core strengths

Product Requirements & PRDsRoadmap PlanningPrompt EngineeringLLM EvalsPrototyping (Figma + Cursor)SQL + AnalyticsA/B TestingAPI Design ReviewDeveloper Experience MetricsJIRA / LinearGTM CoordinationCross-Functional LeadershipWritten CommunicationAsync-First CollaborationStakeholder AlignmentData-Driven Decision MakingCustomer Interviews

Remote role alignment

Senior PM, AI Product

Lead product for an AI-first company shipping to developers or knowledge workers. Own the roadmap, the eval loop, and the go-to-market story.
AI productEvalsDeveloper empathyRoadmapping
Direct fit — currently leading an ML-powered feature, ran the eval loop for a routing layer, deep developer-platform background.

PM, Agent Infrastructure

Ship the tooling, guardrails, and DX that agent builders need to move fast without shipping unsafe systems.
Agent frameworksSafety policiesDevEx metricsWritten comms
Strong fit — wrote the platform AI safety policy, obsessive about DevEx metrics, comfortable writing publicly.

Experience

Senior Product Manager, Developer Platform

Northline (fictional) · Austin, TX / Remote · 2022-03 — Present
  • Led 0-to-1 launch of ML-powered code-search feature: 34% lift in weekly active developers, 22% reduction in mean-time-to-first-productive-commit.
  • Ran the eval loop for a small-model routing layer that cut inference cost 41% while holding developer-satisfaction score flat.
  • Wrote and shipped the platform's AI safety policy: red-team playbook, kill-switch runbook, audit-log spec.
  • Managed roadmap across 3 engineering teams (14 engineers) with quarterly OKRs, weekly review, and a live customer feedback board.

Product Manager, API Platform

Ridgeway Cloud (fictional) · Austin, TX · 2019-06 — 2022-02
  • Owned developer onboarding: reduced time-to-first-API-call from 18 min to 4 min through docs restructure + inline playground.
  • Launched usage-based billing tier that grew net revenue retention from 108% to 127% over 6 quarters.
  • Built the platform's first Design Partner program (12 companies) and used insights to prioritize the API v2 rewrite.

Associate Product Manager

Verity Labs (fictional) · San Francisco, CA · 2017-01 — 2019-05
  • Shipped 4 features in first 12 months, including the customer notifications system used by 8,000+ businesses.
  • Ran 60+ customer interviews to inform the small-business analytics roadmap.

Education

B.S. Computer Science, Minor in Business
University of Texas at Austin · 2016-05
Dean's List (4 semesters)

Presence assets

Product Manager with 8 years shipping developer tools and B2B SaaS. Led three 0-to-1 launches, most recently an ML-powered dev-productivity feature that lifted weekly active users 34%. Comfortable across the stack: PRDs, sprint planning, prompt engineering, evals, GTM handoff. Actively seeking senior PM roles in AI product, developer platforms, or agent infrastructure at Series B+ companies.
Senior Product Manager, AI ProductSenior Product Manager, Developer ToolsProduct Manager, Agent InfrastructureGroup Product Manager, PlatformPrincipal PM, ML InfrastructureProduct Requirements & PRDsRoadmap PlanningPrompt EngineeringLLM EvalsPrototyping (Figma + Cursor)SQL + AnalyticsCross-Functional Leadership

Remote work capabilities

Async-first written communication (Notion / Linear / Slack)
Distributed team leadership (14 engineers, 3 timezones)
Live customer research and feedback synthesis
Ownership of full product cadence: roadmap → PRD → launch → learn

Portfolio and work examples

Weekend AI hackathon — LLM-powered PRD assistant

Solo build during a Reforge hack week. Fine-tuned a small model on 100+ shipped PRDs to draft first-pass specs. Shared internally, used by 6 PMs across 2 companies.

Open-source: `evalkit`

Small Python library for running structured LLM evals against a golden dataset. 280 GitHub stars, contributed by 4 PMs / researchers.

Documents and downloads

Resume (PDF)

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Cover letter (PDF)

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Recruiter packet

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Resume (PDF)

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