Open to Remote AI PM / PO Roles

Swapnil
Kr. Utkarsh

AI Product Manager & Product Owner

I don't just manage AI products — I build them.
Multi-agent systems, memory architectures, evaluation loops, and HITL workflows — shipped in production without external funding. Technical depth that makes engineering conversations faster and product decisions sharper.

Core Positioning
"An AI-native builder who owns autonomous AI products end-to-end — from system architecture to business outcome."
5+Years in AI
14AI Techniques Live
70%+Effort Reduced
3Agent Verticals
9.14IIT GPA / 10
$0External Funding
Core Competencies

What I bring to the table.

AI Product Strategy Product Roadmapping 0→1 Product Development Agentic AI Workflows Multi-Agent Systems LLM Orchestration Human-in-the-Loop Design Agile & Scrum Sprint Planning OKR Setting User Story Writing Customer Discovery Stakeholder Management Go-to-Market Strategy A/B Testing KPI Tracking Retrieval-Augmented Generation (RAG) Prompt Engineering LLM-as-Judge OPRO · Reflexion · MemGPT · ReAct SaaS Product Development Cross-functional Leadership Prioritization (RICE, MoSCoW) Revenue Growth
Products Shipped

What I've built and owned.

Agent Infrastructure Platform
NSAI — Autonomous Agent Infrastructure
Co-Founder & AI Product Manager · 2026 – Present

Defined product vision and roadmap for a production-grade autonomous AI agent platform powering 3 verticals. Designed multi-layer architecture: Execution Layer (retry, rollback, audit), Memory Layer (MemGPT tiered persistent memory), and Trust & Safety Layer (HITL approvals, kill switch, constitutional AI). Shipped 14 research-backed AI techniques in production.

14AI Techniques Live
3Verticals Powered
$0External Funding
FastAPIPostgreSQLRedis Claude SonnetReactDocker
GitHub →
Autonomous AI Agent
Lead Generation Agent
Co-Founder & AI Product Manager · 2026

Fully autonomous B2B outreach agent in production. 4-agent workflow (Prospector → Scorer → Writer → Delivery): sources leads from 4 APIs, scores via Graph Neural Networks, generates hyper-personalized email + WhatsApp, auto-schedules Day-3/7 follow-ups. Implements OPRO, Reflexion, MemGPT, ReAct, and LLM-as-Judge.

11AI Techniques
4Agent Roles
2-chDelivery Channels
PythonGNNClaude Sonnet SendGridGupshupCelery
GitHub →
AI Legal Product
Legal Contract Reviewer Agent
Co-Founder & AI Product Manager · 2026

AI-powered contract review system that parses legal agreements, extracts clauses, scores risk (1–10), and generates actionable compliance reports with signature-blocking capability. Chain-of-Thought reasoning with HITL approval workflows for high-stakes legal decisions.

HITLApproval Gate
1–10Risk Scoring
CoTReasoning
LLMsChain-of-ThoughtFastAPIRisk Scoring
AI Analytics Product
Review Intelligence Agent
Co-Founder & AI Product Manager · 2026

Review analytics agent that clusters customer complaints semantically, identifies product improvement opportunities, benchmarks competitors, and auto-generates prioritized product roadmaps with continuous monitoring. Translates raw customer voice into ranked product backlog automatically.

AutoRoadmap Gen
NLPSemantic Clustering
LiveMonitoring
LLMsSemantic ClusteringCompetitive Analysis
E-Commerce Marketplace
ArtOn360 — Print-on-Demand Marketplace
Co-Founder & Product Lead · 2024 – Present

Led 0-to-1 product development of a multi-vendor POD marketplace enabling independent artists to design, publish, and sell globally. Defined storefront UX, vendor onboarding, order fulfilment pipeline, and revenue-sharing model. Integrated AI-assisted artwork generation.

LiveProduction
MultiVendor Support
AIArtwork Gen
WooCommerceDokanReact VercelREST APIs
arton360.com →
Data & ML Product
Supply Chain Intelligence Platform
Data Scientist — SMS Food Products · 2020 – 2024

Translated supply chain bottlenecks into scalable data product features: demand forecasting and inventory optimization across 500+ SKUs. Reduced manual effort by 60%, reporting time by 40%, through automation pipelines and self-serve dashboards.

60%Effort Reduced
40%Reporting Cut
500+SKUs
PythonXGBoostProphet ARIMAFastAPISQL
Capabilities

Technical & product depth.

Product Management
  • Product Strategy & Roadmapping
  • 0→1 Product Development
  • Agile, Scrum & Sprint Planning
  • OKR Setting & KPI Tracking
  • User Story Writing
  • Customer Discovery & Research
  • Go-to-Market Strategy
  • Prioritization — RICE, MoSCoW
Agentic AI & LLMs
  • Multi-Agent System Design
  • LLM Orchestration — LangChain, LangGraph
  • Retrieval-Augmented Generation (RAG)
  • OPRO, Reflexion, MemGPT, ReAct
  • LLM-as-Judge Evaluation Loops
  • Human-in-the-Loop (HITL) Design
  • Prompt Engineering & Tool Calling
  • Claude Sonnet, GPT-4o, Ollama
ML & Analytics
  • Graph Neural Networks (GNN)
  • LSTM & Deep Learning — PyTorch
  • XGBoost & Gradient Boosting
  • Demand Forecasting — ARIMA, Prophet
  • Anomaly Detection
  • Funnel Analysis & A/B Testing
  • KPI Dashboards & SQL
Systems & Infrastructure
  • FastAPI & REST API Design
  • Docker & CI/CD Pipelines
  • PostgreSQL, Redis, Multi-tenant Arch.
  • Celery & Async Python
  • AWS & Vertex AI
  • LangSmith & OpenTelemetry
  • React & Vercel
Work Experience

Career history.

2026 – Present NSAI Remote
Co-Founder & AI Product Manager
  • Defined product vision, roadmap, and execution strategy for an autonomous AI platform powering lead generation, legal intelligence, and review analytics.
  • Led full product lifecycle: customer discovery, workflow design, sprint planning, feature delivery, and feedback-driven iteration.
  • Designed AI-native multi-agent workflows using ReAct, OPRO, Reflexion, MemGPT, and LLM-as-Judge to automate high-friction business processes.
  • Managed product strategy across subscription tiers, API capabilities, onboarding, and AI quality evaluation pipelines.
2024 – Present ArtOn360 Remote
Co-Founder & Product Lead
  • Led 0-to-1 product development of a multi-vendor print-on-demand marketplace enabling artists to design, publish, and sell globally.
  • Defined storefront UX, vendor onboarding, fulfilment workflows, and revenue-sharing model; coordinated across design, engineering, and operations.
  • Drove customer feedback-led feature prioritization to improve artist onboarding conversion and buyer retention.
May – Jul 2025 IIT Gandhinagar Gandhinagar, Gujarat
Research Intern — Vision Language Models
  • Synthesized 25+ research papers on VLM architectures (MoE, VLA) into deployment trade-off insights across latency, scalability, and cost.
  • Identified multimodal AI opportunities for enterprise agentic workflows, informing NSAI product roadmap decisions.
Aug 2020 – May 2024 SMS Food Products Remote
Data Scientist — Product Focused
  • Identified supply chain bottlenecks via stakeholder analysis; built demand forecasting and inventory optimization across 500+ SKUs.
  • Reduced manual decision-making by 60% and reporting time by 40% through automation pipelines and self-serve dashboards.
  • Aligned technical solutions with revenue goals; prioritized product backlog with business stakeholders.
Jun 2019 – Jul 2020 TCS — NetApp Remote / Hybrid
Associate Software Engineer — Data Solutions
  • Delivered scalable enterprise data solutions improving workflow efficiency by 15% across cross-functional client engagements.
Education

Academic background.

IIT Gandhinagar
Executive Master of Science in Data Science
2024 – 2026  ·  CPI: 9.14 / 10
PSIT Kanpur
Bachelor of Technology in Electrical Engineering
2015 – 2019  ·  71%

Let's build something
worth shipping.

Open to remote AI Product Manager and Product Owner roles at seed–Series B AI companies.