harsh@ai-product-systems
~$ harsh --info
role:Senior Product Leader, AI Platforms
company:A.P. Moller Maersk
Principal-level product leadership across enterprise AI platforms, decision systems, and organizational leverage.
experience:10+ years
impact:$30M+ // business results delivered
Directional figures • details in interviews
scale:14% → 80% // automation adoption
certifications:Maven AI PM
~$ harsh --overview
Building AI systems that automate complex enterprise operations
I design and ship decision engines, AI platforms, and marketplace systems that power global logistics networks. From LLM fine-tuning to multi-agent workflows—focused on measurable business impact at scale.
~$ harsh --explore
~$ harsh --fit-check
Check Role FitUpload JD
~$

~$Impact Dashboard

Measurable outcomes across systems and organizations

$30M+
✓ Delivered
Business Impact

Total value delivered through AI automation

80%
✓ Delivered
Automation Rate

Scaled from 14% to 80% adoption

~130 FTE
◐ Forecasted
Capacity Potential

Projected annual capacity at steady-state adoption (2026)

137%
✓ Delivered
Revenue Growth

Drove platform growth at Blibli

3.6M+
✓ Delivered
Global Reach

Accommodations across travel platform

10%
✓ Delivered
Efficiency Gain

Reduced agent handling time

Metrics shown are directional ranges abstracted for confidentiality. Exact figures are available during interviews under mutual NDA.

Forecasted metrics reflect approved plans and current adoption trends.

~$Flagship Systems

AI-driven platforms I've designed and shipped at scale

LLM-Powered Self-Service Platform

Maersk AI Logistics Automation

AI decision system for Air Freight — automated booking decisions, reduced manual intervention by 80%, unlocked $5-10M EBIT uplift.

Market Failure

Complex logistics booking process requiring manual intervention, causing operational bottlenecks and limiting scalability of digital channels.

System Architecture

LLM fine-tuning (RLHF) for domain expertise
ML workflows for routing & rating automation
Validation framework (vector search + master data)
Multi-agent milestone intelligence

Outcome

$5-10M EBIT uplift | 80% automation rate | 130+ FTE freed

LLMFine-tuningLogisticsMulti-agent

GPT-Powered Customer Assistant

Navan CX Automation Platform

Intelligent support automation — GPT-4 query understanding with RAG knowledge retrieval, delivering ~$5M annual value.

Market Failure

High-touch customer support operations couldn't scale with user growth, resulting in increased costs and degraded CSAT during peak demand.

System Architecture

GPT-4 integration for query understanding
RAG system for knowledge retrieval
ML-powered agent workflow intelligence
Omni-channel orchestration platform

Outcome

~$5M annual value | $1M+ savings | 10% efficiency gain

GPTRAGCustomer Experience0→1

Enterprise Travel SaaS Platform

Blibli Multi-Channel Growth Engine

Unified travel marketplace — aggregated 101 airlines + 3.6M accommodations via API layer, drove 137% revenue growth.

Market Failure

Fragmented OTA integrations and limited inventory prevented platform expansion, constraining revenue growth and market competitiveness.

System Architecture

Unified API aggregation layer
Advanced search & recommendation engine
Security & auth framework
Real-time inventory synchronization

Outcome

137% revenue growth | 3.6M+ accommodations | 22% user growth

SaaSTravelPlatformIntegration

Certain metrics, customers, and system details are intentionally abstracted due to NDA and commercial sensitivity.

~$Technical Proof

Live systems and open-source projects demonstrating technical execution

FlowFit

Evidence-Based Wellness Platform with RAG

Production-ready app generating personalized fitness protocols using RAG over structured scientific literature. Built with Next.js, integrating OpenAI APIs and vector search for intelligent workout adaptation.

Evidence-based protocols
Real-time plan adaptation
Structured data retrieval
CodeDemo
Next.jsOpenAI APIRAGVector DBTypeScript

CargoX Operations Platform

AI-Driven Logistics Workflow System

End-to-end operations platform unifying shipment oversight, data healing, and order management. Features AI-powered validation, automated routing, and CargoWise integration for air/LCL logistics.

95% cycle time reduction
80% error elimination
95% SLA compliance
ReactNode.jsAI ValidationCargoWise API

Decision Quality & Confidence Framework

Production Evaluation & Escalation System for LLM Decisions

A reusable framework to evaluate, score, and govern LLM-driven decisions in production systems. Focuses on decision confidence, failure modes, and human-in-the-loop escalation—rather than raw model accuracy. Built for high-stakes enterprise workflows where graceful fallback matters.

Confidence scoring & thresholds
Human escalation patterns
Hallucination detection layer
LLM EvaluationDecision SystemsHuman-in-the-Loop

Honest Fit Assessment

Paste a job description below. I'll give you an honest assessment of how well I fit the role—including my gaps.

fit-analyzer v1.0
~$analyze-fit--input job_description.txt
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For Recruiters

This tool quickly maps my experience to your requirements, identifies skill gaps, and suggests conversation topics. It saves you time in initial screening while ensuring transparency about fit.

~$Product Philosophy

Principles I use to build AI systems that scale across teams, users, and time.

Click any principle to expand
1.

Start with the Decision, Not the Model

2.

Production Reality Beats Prototype Perfection

3.

Measure Business Impact, Not Activity

4.

Adoption Is a Product Problem

5.

Optimize for High-Confidence Outcomes

6.

Tenets Over Platitudes

Selected writing on decision systems

~$Operating Domains

Industries and specializations where I've delivered impact

Logistics & Supply Chain
Air & LCL freight, CargoWise workflows, milestone intelligence
Travel & Expense Management
Corporate travel SaaS, OTA integrations, booking platforms
AI/ML Product Management
LLM fine-tuning (RLHF), RAG systems, multi-agent workflows
Customer Experience Automation
GPT-powered assistants, omni-channel platforms, agent workflows
B2B SaaS Platforms
Enterprise platforms, API integrations, security frameworks

~$Experience

10+ years scaling digital platforms across logistics, travel, and SaaS

Current Role

Senior Product Leader – Digital Transformation

A.P. Moller Maersk
May 2023 - PresentAmsterdam, NL
  • Drove AI strategy for Air & LCL with LLM fine-tuning, delivering $5-10M EBIT uplift
  • Scaled autorating adoption from 14% → 80%, unlocking $10M+ EBIT
  • Designed CX validation framework and multi-agent workflow architecture freeing 130+ FTE annually
  • Led 5 Product Managers, delivering $20M+ GP (Air) and $3-5M EBIT (LCL) in productivity gains
5 Product Managers + cross-functional teamsGlobal operations

Senior Product Manager – Experience

Navan (formerly TripActions)
Jul 2021 - Apr 2023Amsterdam, NL
  • Launched GPT-powered customer assistant, delivering $1M+ annual savings
  • Redesigned agent workflows, reducing handling time by 10% ($1M+ annually)
  • Architected omni-channel CX platform, cutting $2.5M+ in annual costs
  • Scaled product org from 1 → 3 scrum teams
3 scrum teamsGlobal CX operations

Senior Product Manager – Travel SaaS

Blibli (via Coviam)
Apr 2020 - Jul 2021Bangalore, IN
  • Delivered SaaS travel platform with 137% revenue growth
  • Expanded user base from 135K → 165K (22% growth)
  • Expanded OTA coverage: 101 airlines, 3.6M+ accommodations, 49K activities
  • Implemented advanced auth frameworks strengthening security
Cross-functional platform teamIndonesia & Southeast Asia

Senior Product Manager – Core Platform

Wipro Technologies
Nov 2016 - Apr 2020Bangalore, IN
  • Led Way2Go B2B travel & expense platform (50K users, 600+ trips/day)
  • Directed 3 scrum teams (17 devs, 4 QA, 2 PMs, 1 UX)
  • Defined platform roadmap and GTM strategy for enterprise clients
3 scrum teams (24 members)Enterprise clients

Technical Product / Program Manager

SITA
Apr 2014 - Nov 2016New Delhi, IN
  • Delivered large-scale PNR migration programs with 0.02% rejection rate
  • Owned product roadmaps with international airline stakeholders
  • Delivered scalable and compliant passenger service solutions
Global airline systems

~$Let's Connect

Open to discussing product leadership roles, advisory opportunities, and speaking engagements

HP

Harsh Puri

Senior Product Leader • AI Systems Architect

Building AI platforms and scaling product organizations at A.P. Moller Maersk. 10+ years delivering $30M+ business impact through intelligent automation.

For Recruiters: Looking for my resume? Download PDF or reach out directly.