Principal PM · Smarsh · Remote - US/Canada

Jasdeep Nagra

Principal Product Manager — AI Agents & Data Platform

building AI Agents

I ship AI agents into production at the world's most regulated enterprises — not demos, not pilots, not slideware. 15+ years across B2B SaaS, AI/ML, RAG, MCP, and enterprise data platforms.

CSPO®·SAFe® 5·PMP®·PSM™·AWS Cloud Practitioner
Jasdeep Nagra, Principal Product Manager
01

About

Portrait of Jasdeep Nagra
Currently
Principal PM · Smarsh

I build AI agents that ship into production at the world's most regulated enterprises — not demos, not pilots, not slideware.

Principal Product Manager with 15+ years in technology and 12+ in B2B SaaS — the last 5 at the principal level shipping AI/ML and AI Agent products at the scale of Fortune 500. Currently leading product on the Enterprise AI Data Platform at Smarsh, where 18 of the 20 largest global financial institutions and 6,500+ enterprises trust us with their most sensitive communications data.

My native habitat is agentic workflows — RAG vs. fine-tuning tradeoffs, LLM evaluation, golden datasets, agent orchestration, prompt engineering, MCP, guardrails, observability. I'm fluent across data platforms (APIs, pipelines, SOC 2, ISO 27001, ISO 42001, NIST AI RMF) and regulated domains (FINRA, SEC, FDIC, GDPR, CCPA, HIPAA, PCI-DSS).

0→1 builder. I ship the artifact, not the slide that promises one.

$35M
ARR driven
80%
Faster ops
6,500+
Enterprises served
02

Skills Graph

A connected stack — AI agent architecture, enterprise SaaS strategy, and the data platform plumbing that lets it all reach production at Fortune 500 scale.

PrincipalPMAI AgentsAgentic WorkflowsRAGMCPLLM EvaluationPrompt EngineeringVector SearchAWS Bedrock0→1 StrategyGTMPricing & PackagingROI ModelingCompliance (SOC2/ISO)FINRA · SEC · FDICCustomer DiscoveryAgile / SAFeData Platform APIsPythonSQLDatabricksKafka · SparkETL / ELTAnomaly DetectionML Risk Scoring

AI · Agents

AI Agents95
Agentic Workflows93
RAG92
MCP90
LLM Evaluation88
Prompt Engineering90
Vector Search85
AWS Bedrock85

Enterprise B2B SaaS

0→1 Strategy95
GTM90
Pricing & Packaging85
ROI Modeling88
Compliance (SOC2/ISO)90
FINRA · SEC · FDIC86
Customer Discovery92
Agile / SAFe90

Data Platform & APIs

Data Platform APIs92
Python82
SQL88
Databricks80
Kafka · Spark80
ETL / ELT82
Anomaly Detection85
ML Risk Scoring88
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Experience

15+ years shipping product across AI Agents, AI/ML platforms, enterprise B2B SaaS, fintech and regulated data infrastructure.

Smarsh

Nov 2025 — Present

Principal Product Manager — B2B Data Platform & AI Agents

Atlanta · Remote

Leading product across three connected surfaces — AI Agents, Data Platform & APIs — to reposition the world's largest regulated communications platform as an AI-native data platform.

  • Authored product strategy, PRDs, and GTM for Smarsh's first generation of vertical AI agents
  • Authored the Data Platform API suite vision and revamped Developer Hub for on-demand enterprise data access
  • Serving 18 of the 20 largest global financial institutions and 6,500+ enterprises
AI AgentsRAGMCPLLM EvaluationVector SearchDatabricks

SecurityScorecard

Apr 2021 — Nov 2025 · 4y 8m

Principal Product Manager — B2B AI/ML Data Platform

New York · Remote

Owned end-to-end product lifecycle for the AI/ML platform monitoring 12M enterprises — partnering across UX, data science, engineering, marketing, sales and customer success.

  • Drove $35M ARR via EASM / CTEM exposure management
  • Reduced security-assessment response time 80% using Claude 3.5 Sonnet on AWS Bedrock — supporting $68M ARR
  • Shipped MCP-server-backed AI tooling for one-click structured LLM responses
  • Built best-in-class Breach Prediction score — 40% better correlation than the closest competitor
  • Lifted platform security/usage 5x by introducing Zero Trust / IAM (SSO, SCIM, FIDO2, RBAC)
Generative AIAWS BedrockEASM / CTEMAnomaly DetectionSOC 2ISO 27001

Stradigi AI

Sep 2020 — Apr 2021 · 8m

Senior Product Manager / Product Owner — B2B No-Code AI/ML Platform

Canada

Drove the product lifecycle from conception to release for the no-code AutoML data platform — partnering with ML researchers, data scientists, UX, and engineering.

  • 4x revenue increase via faster AI model speed + accuracy
  • Saved $5M for a Fortune 500 insurer via Anomaly Detection ML (40% improvement in fraud-claim detection)
  • Scaled AutoML pipelines on Spark, Kafka, DASK and NoSQL for 10GB+ datasets
AutoMLDeep LearningNLPAnomaly DetectionSpark · Kafka

Home Credit International

Dec 2013 — Jul 2020 · 6y 8m

Product Manager (AVP) — B2B2C Global Fintech

Czech Republic · Indonesia · India

Launched online financial services, insurance and digital payment products with positive LTV — backed by ML-driven risk underwriting across international markets.

  • Cut loan approval time from 3 days to 10 minutes via real-time ML risk scoring + fraud detection
  • Onboarded 60%+ first-time-credit users via alternative-data credit scoring (telco, device, transactions)
  • Defined product vision, roadmap and MVPs across UX, engineering, marketing, sales, legal and risk
ML Risk ScoringFraud DetectionKafka StreamsAlternative-Data CreditGTM

Bennett Coleman & Co. (Times Group)

Sep 2011 — Dec 2013 · 2y 4m

IT Project Manager — B2B Subscription Platform

Noida, India

Launched a market-entry B2B SaaS subscription and advertising product across web and mobile, built around Magicbricks.com.

  • End-to-end delivery for a 0→1 subscription SaaS product
  • Coordinated cross-functional execution across engineering, design, sales and marketing
SaaSMarketplaceSubscription0→1 Launch
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Project Showcase

Selected work — AI agents, data platforms and ML products that shipped to production at Fortune 500 scale.

Smarsh

Vertical AI Agent Portfolio

First generation of vertical AI agents for large and mid-market regulated enterprises. PRDs, GTM, pricing — shipped.

AI AgentsAgentic WorkflowsPrompt EngineeringGuardrails
Smarsh

Enterprise AI Data Platform & APIs

Data Platform API suite + Developer Hub revamp — enterprises pull regulated communications data on demand for audits, investigations and proprietary AI models.

APIsDeveloper HubVector SearchDatabricks
SecurityScorecard

MCP-Server Backed AI Tooling

One-click LLM prompts delivering complete, accurate, structured responses — turning insight into exploitable workflows across the cyber AI/ML platform.

MCPClaude 3.5AWS BedrockRAG
SecurityScorecard

EASM / CTEM Exposure Management

Drove $35M ARR by introducing External Attack Surface + Continuous Threat Exposure Management on a customizable single-pane-of-glass.

$35M ARREASMCTEMZero Trust
Stradigi AI · Fortune 500 Insurer

Real-Time Fraud Detection ML

Saved $5M in 4 months by deploying an Anomaly Detection ML model that improved fraud-claim detection 40%.

Anomaly DetectionAutoMLSpark
Home Credit International

Alternative-Data Credit Scoring

Cut loan approval from 3 days → 10 minutes and onboarded 60%+ first-time-credit users using telco, device and transaction signals.

ML Risk ScoringKafkaFintech0→1
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Credentials

Certifications
CSPO®PSM™SAFe® 5 AgilistICP-ACCPMP®AWS Cloud Practitioner
Education
Indian Institute of Management Ahmedabad
Executive Management Programme · Transformational Leadership
2018
Guru Gobind Singh Indraprastha University
Bachelor's Degree, Computer Science

Let's ship AI agents
into production.

Recruiting for Principal / Director PM roles in AI agents, agentic workflows, RAG/MCP, or enterprise data platforms? I'd love to talk.