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Available for opportunities

Sankar Kumar
Palaniappan

AI Product Manager · AI Data Strategist

AI Product Manager with 15+ years shipping data- and AI-powered products — scaling platforms from $0.5M to $4M and driving up to $16M in revenue impact across pharma, healthcare, and tech.

Turning Vision
Into Products

Sankar Kumar Palaniappan

I own the full product lifecycle — from discovery and opportunity sizing to roadmap, delivery, and adoption — partnering with engineering, data science, and design to ship AI capabilities that customers and stakeholders actually use.

I specialize in AI/ML product strategy, data and platform strategy, and 0-to-1 through scale execution. I define the problems worth solving, translate them into crisp product requirements and success metrics, and run a hypothesis-led, experiment-driven approach to de-risk ambiguity.

My focus is on responsible, production-grade AI: pragmatic roadmaps, clear guardrails for safety and compliance, and measurable impact on engagement, efficiency, and revenue.

Career
15+
Years of Experience
17+
Products Shipped
5
Industries Covered
Business Impact
$16M+
Program Revenue Delivered
$10M+
Solutions Architected / RFPs Led
$15M+
Sales Pipeline / Deals Influenced

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A Claude-powered version of me, grounded on my real career. Ask about the AI products I've built, my product/data background, or whether I'm a fit for your role — then email the real me. Five questions per hour, resetting automatically, so make them count.

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Career Knowledge Graph — click any node to trace how it connects
Companies Certifications Skills Built Projects Tools Impact

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Projects Delivered by
Functional Domains

Real products built and shipped across industries — from publishing and healthcare to pharma and consumer tech.

Project names anonymized for client confidentiality · Outcomes from internal program reporting

🤖
Otsuka America Pharmaceutical Medical Affairs 2025 – 2026

InsightMD – AI Medical Affairs Insights

AI product mining medical, clinical, and field-engagement data to surface new drug insights for MSL and Medical Affairs teams — using NLP and ML to detect trends and knowledge gaps.

🧠 ~60% faster insight discovery · Stronger scientific engagement · Compliance maintained
🏥
HealthFirst Provider Management 2022 – 2025

ProviderIQ – AI Provider Lifecycle Management

AI-driven PLM platform automating provider onboarding, credentialing, claims processing, and compliance tracking — integrating structured healthcare data across enrollment workflows.

⚡ ~40% faster onboarding · ~98% claims accuracy · Compliance tracking automated
🧪
Otsuka America Pharmaceutical Clinical Trials 2017 – 2018

TrialHub – Custom CTMS

Custom Clinical Trial Management System centralizing site selection, enrollment tracking, milestone monitoring, and document control — integrated with EDC, regulatory, and safety systems.

🏥 50+ sites centralized · ~30% faster setup · GxP / 21 CFR Part 11 audit-ready
🍽️
Cloudculina Food Services 2016

Cloudculina – At-Home Chef Platform

Platform matching customers with vetted chefs based on cuisine preferences, dietary needs, and budget — with streamlined onboarding, scheduling, and secure payments.

💰 25% cost reduction · 40% repeat customers · 75% profitability uplift
📱
Upchannel Consumer Tech 2015

AppCow – Android App Marketplace

Android app store connecting developers and users through a unified storefront with secure payment processing, catalog management, and purchase-based app entitlement at scale.

🚀 500+ apps at launch · ~99% transaction success · ~40% faster developer onboarding
📚
McGraw-Hill Education Publishing & EdTech 2010 – 2014

BookSense – Publishing Feasibility Predictor

Predictive analytics product that scores a book's market feasibility before publishing — automating go/no-go decisions using historical sales, genre, and market-trend data.

📈 ~30% fewer costly misses · Decision time cut from weeks to a day · ~25% lift in title success rate

Built Projects

Personal AI and data products I've built from scratch — exploring what's possible at the frontier of technology.

🧬
● Live App GenAI · Clinical Trials Evidence-Grounded Frictionless UX Q3 2026

ClinicalAI-TrialAnalysis

Frictionless, login-free UX Fact / Inference / Hypothesis schema ClinicalTrials.gov + PubMed only
📈
● Live App GenAI · Equity Research BYOK Q3 2026

Company Comparison — AI Equity Research

Analyst-grade output Live web search + citations BYOK, zero backend cost
⚖️
● Live App GenAI · Legal Tech Built with Claude Code Q3 2026

ContractIQ

Sub-15-min review Confidence-scored citations Built with Claude Code
🔬
▶ Demo Video GenAI · RAG Q2 2026

ScienceAI – Intelligent Research Platform

70% faster research 4+ literature types Audio & podcasts
🏢
GenAI · PropTech Compliance Claude Skill ▣ Mockup Q3 2026

Compliance Lease Tool

No deployment needed Fills compliance gap $0 vs $25K–500K/yr
🎯
GenAI · Marketing Ad Automation ▣ Mockup Q2 2026

Ad Genie – AI-Powered Advertising Automation Platform

70% faster setup 35-45% ROI lift 60% faster response
💬
AI · Analytics Customer Intelligence ▣ Mockup Q3 2024

SurveAI – AI-Powered Customer Feedback Analysis

80% faster analysis Real-time insights Faster CX decisions
🏨
ML · Predictive Hospitality ▣ Mockup Q3 2024

Hotel Booking Cancellation Predictor

Predicts at-risk bookings Key drivers identified Smarter refund policy
📱
ML · NLP Cybersecurity ▣ Mockup Q2 2024

SMS Spam Classifier

High-accuracy detection Less phishing exposure Safer for users
GenAI · LLM Customer Experience ▣ Mockup Q2 2024

Gen AI Powered Review Categorization

End-to-end automation Faster response time Higher CSAT

In the lab — architecture defined, builds in progress. Open to collaborators.

🧠
GenAI · Knowledge Management Agentic AI Coming Soon · Q4 2026

Second Brain

Persistent knowledge base Ingest / Query / Lint loop Obsidian + LLM stack
🗂️
GenAI · Data Governance Agentic AI Coming Soon · Q3 2026

Enterprise AI Data Copilot Suite

Deterministic + LLM narration 4-agent architecture HIPAA/GDPR/21 CFR ready

Experience

Where I've built products and driven impact.

💊
2025 – Present
Senior Business Analyst / Product Owner
Prophecy Consulting · Client: Otsuka America Pharmaceutical
GxP · 21 CFR Part 11Enterprise Medical AffairsAudit-Ready Delivery
  • Led requirements definition and delivery for enterprise Medical Affairs system implementations and upgrades across medical, regulatory, and clinical operations in a GxP-regulated environment.
  • Delivered compliant, scalable solutions for scientific exchange, investigator-initiated studies, evidence generation, and medical content management — authoring requirements, user stories, and process flows (Jira/Confluence) aligned to 21 CFR Part 11, FDA, EMA, and SOPs.
  • Ensured audit readiness through IQ/OQ/PQ, UAT, and validation documentation, and enabled Medical Affairs KPIs and reporting while driving change management and successful system adoption.
🏥
2022 – 2025
Data Engineer / Product Owner
Prophecy Consulting · Client: HealthFirst
AI Provider PlatformSAFe ART Product OwnerSolutioning & Vendor RFPs
  • Delivered an AI-driven Provider Lifecycle Management platform, optimizing provider onboarding, credentialing, claims processing, inventory tracking, and regulatory compliance.
  • Integrated structured healthcare data across enrollment, credentialing, and compliance workflows — validating RESTful APIs (Postman, Java) to ensure reliable exchange between provider, claims, analytics, and AI components.
  • Drove SAFe Agile delivery as Product Owner on an Agile Release Train, defining PI objectives, governing EPICs/Features, and managing cross-team dependencies with Product Management, Solution Architects, and Data Engineering.
  • Authored solution proposals and led vendor/RFP evaluations for platform expansion, building the business case that informed continued investment in the AI-driven provider platform.
🎯
2020 – 2022
Senior Business Analyst / Product Owner
HCL Technologies · Client: Otsuka America Pharmaceutical
$0.5M → $4M scale$16M revenue impact4% schedule variance
  • Authored the business case and solution proposal that scaled the multi-year Otsuka platform program (begun in my Grapnel role) from $0.5M to $4M investment, owning CRM and commercial platform strategy across Salesforce, Veeva, and Microsoft Dynamics.
  • Delivered audit-ready global pharma programs and drug launches as Product Owner in a SAFe Agile Release Train, aligning epics and roadmaps to business value and regulatory requirements (GxP, 21 CFR Part 11, GCP, EMA, ICH, GDPR, HIPAA) with full IQ/OQ/PQ and UAT validation.
  • Reduced project schedule variance to 4% while delivering enterprise analytics, dashboards, and KPI frameworks that improved engagement, conversion, and retention — generating up to $16M in revenue impact.
💊
2017 – 2020
Business Analyst / Product Owner
Grapnel Tech Services · Client: Otsuka America Pharmaceutical
$5M annual savings80% productivity gain5K+ global users
  • Launched the first phase of a multi-year Otsuka platform program (continued through my HCL role), building the CRM and commercial platform foundation across Salesforce, Veeva, and Microsoft Dynamics and delivering up to $2M in lifecycle cost savings.
  • Enabled audit-ready global drug launches as Product Owner in a SAFe Agile Release Train, aligning roadmaps to business value and regulatory requirements (GxP, 21 CFR Part 11) across Commercial, Regulatory, Medical Affairs, and IT.
  • Led solutioning and RFP-style vendor evaluations across 200+ products (Cloudera, Tableau, IBM, Inova), informing $2M+ in strategic technology investment decisions that drove an 80% productivity increase and $5M in annual cost savings for 5K+ global users.
🚀
2015 – 2017
Senior Business Analyst
Cloudculina LLC
$20M valuation75% profitability uplift40% repeat customers
  • Defined a market-led mobile product strategy that optimized a $50K operating budget and laid the foundation for scalable product development.
  • Reduced operating costs by 25%, increased repeat customers by 40%, and drove a 75% profitability uplift by co-building a high-growth food services venture with the COO.
  • Built the business case and 24-month growth pipeline behind a $20M valuation, influencing investor and VC deal interest through enterprise-grade market research.
💻
2015
Business Analyst
Upchannel
8% variance reductionHigh-impact IT solutions
  • Delivered tailored solutions that resolved core operational and performance challenges by aligning client requirements with strategic objectives.
  • Drove efficiency by partnering with business and IT stakeholders to co-create and implement customized, high-impact IT solutions.
  • Improved budget efficiency and reduced variance by 8% through compliant business process models and early identification of delivery impacts.
📚
2010 – 2014
Project Engineer
WIPRO Technologies · Client: McGraw-Hill Education
$5M+ new business25% CSAT increaseRFP & Solutioning
  • Delivered complex global technology and process transformations for enterprise clients (Diversey, McGraw-Hill), keeping programs strategically aligned and on-target.
  • Built and scaled high-performing global delivery teams (including offshore) and translated business strategy into scalable functional and technical designs.
  • Authored solution proposals and RFP responses that originated over $5M in new business, increasing client satisfaction by 25% through trusted executive relationships.

Education

🌍 Education Journey — Chennai → New Jersey Hover a marker for details
🎓
MBA – International Business
Fairleigh Dickinson University
2016 · 🇺🇸 USA
📐
Bachelor of Engineering – Electronics & Communication
Anna University
2009 · 🇮🇳 India

Certifications

Continuous learning across product, technology, and strategy.

AI/ML 9 Product 6 Agile 5 Design 4
Certification Snapshot — AI/ML depth, product craft, and agile grounding
🤖 AI/ML · 9 certs 🎯 Product · 6 certs ⚡ Agile · 5 certs 🎨 Design · 4 certs
Click a tag to jump straight to that category below
⭐ AWS & Anthropic certified · MIT & SAFe trained
⭐ AWS Gen AI Developer — Pro ⭐ MIT No-Code AI & ML ⭐ CSP-PO ⭐ MIT Mastering Design Thinking Latest: Q3 2026
24
Credentials
7
Institutions
MIT · AWS · Anthropic · Scrum Alliance · SAFe · Maven · Pendo

Tools & Technologies

The tools I use to research, design, build, and ship products.

💻
36
Technology
🤖
15
AI Product
🧬
24
Domain
🎯
15
Technical PM
90+
Tools & Skills
4
Categories
Engineering · AI Product · Domain Expertise · Technical PM

🛠️ Technology Tools

AI SDKExpert Amazon QuickSightProficient 🔌 APIExpert Arize AIExpert Claude CodeExpert Claude SkillExpert Claude Sub-AgentsExpert CursorExpert ConfluenceProficient DataikuExpert DockerFamiliar FigmaProficient GitFamiliar GitHubProficient JiraExpert LangchainExpert LangflowExpert Microsoft Azure AI FoundryExpert Nest.jsExpert n8nExpert NodeJsFamiliar OpenClawExpert PostmanProficient PowerBIExpert PythonExpert RapidMinerProficient ResendFamiliar Magic UIExpert shadcn/uiProficient 🗄️ SQLExpert StripeExpert SupabaseProficient TableauExpert v0Proficient VercelFamiliar VisioExpert

🤖 AI Product & Automation

Agent-Native OperationsExpert Agentic AI ApplicationsExpert AI Chatbots & AssistantsExpert AI Evaluation & MetricsProficient AI for Product ManagementExpert AI Prompt EngineeringExpert AI Workflow AutomationExpert AWS AI Services (Bedrock, SageMaker)Proficient Generative AI DevelopmentExpert Human-in-the-Loop ReviewProficient LLM Applications & IntegrationExpert No-Code AI & Machine LearningExpert Prompt Behavior DesignExpert RAG & Vector SearchProficient Responsible AI GuardrailsExpert

🏥 Functional Domain Experience

Audit ManagementExpert CAPAExpert Clinical Data ManagementExpert Clinical Trial SystemsExpert GxPExpert IT ManagementExpert Medical Affairs SystemsExpert Provider Lifecycle ManagementExpert Regulatory SystemsExpert Vendor Product AnalysisExpert HIPAA ComplianceExpert Claims ProcessingExpert Population Health ManagementExpert Provider Network ManagementExpert HL7/FHIR InteroperabilityExpert FDA Submission ProcessesExpert Clinical Trial Management Systems (CTMS)Expert Electronic Data Capture (EDC)Expert eTMF (Electronic Trial Master File)Expert Site Selection & FeasibilityExpert Patient Recruitment & RetentionExpert Adverse Event ReportingExpert Risk-Based MonitoringExpert Trial Hub Patient EngagementExpert

🎯 Technical Product Management

Agile Product Ownership (CSPO)Expert API & Integration StrategyExpert Data-Driven Decision MakingExpert Design ThinkingExpert Flow & Value Stream OptimizationExpert Lean Portfolio ManagementExpert Product AnalyticsExpert Product DiscoveryExpert Product-Led GrowthProficient Product Vision & StrategyExpert Roadmapping & PrioritizationExpert SAFe Product Owner / Product ManagerExpert Scaled Agile Delivery (ART / PI Planning)Expert Stakeholder ManagementExpert User Stories & RequirementsExpert

Claude Skill/Sub-agent Builder Collections

Open-source Claude AI skills and sub-agents built for product managers. Free to use, fork, and contribute.

🛠️
sankar2code / Claude-Skill_SubAgent-Builder-Collections

Curated Claude AI skills and sub-agents for product managers — market research, PRD writing, evaluation, user research, mockup generation & more. Free to use and contribute.

Public Repository GitHub
View on GitHub

Skills

Sub-Agents

Recommendations

LinkedIn recommendations from colleagues and clients.

"

Chandrashekhar Hajare

Chandrashekhar Hajare

Validation Lead

Q3'26
Prag Ravichandran

Prag Ravichandran

Founder | Salesforce MVP | Certified Architect | 10x Dreamforce Speaker

Q3'26
Sri Kumaran Thirupathy

Sri Kumaran Thirupathy

Platform & Product Leader | Data Thinker | Curious Mind in Tech & Beyond

Q3'26
Carolyn Hudson

Carolyn Hudson, MBA

Program Director, Healthfirst

Q3'26
Vivek Thomas

Vivek Thomas

Senior Manager, Data Informatics

Q3'26
Muthamizhselvan Kalidoss

Muthamizhselvan Kalidoss

Senior Manager, Cloud & Infrastructure Services

Q3'26
Imthias Shaffiullah

Imthias Shaffiullah

Software Engineer, Spotline, Inc.

Q3'26
Rajesh Sundarraj

Rajesh Sundarraj

Group Technical Specialist, HCL Technology

Q3'26
Vigneshwaran Sivaprakasam

Vigneshwaran Sivaprakasam

Group Project Manager, HCL America Inc.

Q3'26
Sneha Gayathri C

Sneha Gayathri C

QA Engineer, Life Sciences Domain

Q3'26
Ravi Vishwas

Ravi Vishwas

Enterprise Technology & ERP Senior Consultant

Q2'25
Giridhar Golkonda

Giridhar Golkonda

IT Leader & Enterprise Architect

Q1'25
Peter Dudek

Peter Dudek

Pega Certified Senior System Architect

Q3'24
Paul Atherton

Paul Atherton

Manager Provider Data Management, Healthfirst

Q3'24
Denise Hurley-Forgach

Denise Hurley-Forgach

Senior Manager, Utilities Industries

Q2'24
Narayanan Ramaswamy

Narayanan Ramaswamy

Sr. Client Partner @ Saama | Health Sciences

Q1'24
Thukkaram Periasamy

Thukkaram Periasamy

Associate Manager, Accenture

Q4'23

Chandrashekhar Hajare

Validation Lead

"I had the pleasure of working with Sankar and have always been impressed by his deep product knowledge and proactive approach. He has a great ability to understand business needs, identify the right solutions, and add value beyond his role. What I appreciate most is his willingness to help others and his collaborative mindset. Sankar is a dependable professional who consistently supports the team and delivers with confidence. I highly recommend him to any organization looking for a skilled and trusted Lead."

⭐⭐⭐⭐⭐

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Prag Ravichandran

Founder | Salesforce MVP | Certified Architect | 10x Dreamforce Speaker

"I had the pleasure of working with Sankar and was always impressed by his ability to solve complex challenges with a thoughtful and collaborative approach. He brings a rare combination of strategic thinking, technical depth, and a genuine willingness to support those around him, making him a trusted partner on every initiative. I would highly recommend Sankar to any team looking for someone who consistently delivers results while fostering strong relationships."

⭐⭐⭐⭐⭐

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Sri Kumaran Thirupathy

Platform & Product Leader | Data Thinker | Curious Mind in Tech & Beyond

"I had the pleasure of working with Sankar in an innovation team focused on data strategy and value creation, where he led industry analysis and strategic initiatives. Sankar consistently demonstrated a strong curiosity for learning and an ability to think beyond conventional approaches. His product mindset enabled him to transform insights into practical, innovative, and impactful outcomes. What sets Sankar apart is his passion for emerging technologies and his continuous drive to stay ahead of industry trends. His broad knowledge, commitment to staying current with industry developments, and extensive professional network make him a valuable asset to any organization. Sankar combines strategic thinking, innovation, and execution excellence with a collaborative approach. His ability to connect industry insights with business opportunities helped drive meaningful value for our team. I am confident that he will continue to make significant contributions wherever he goes and achieve great success in his career. I wish him all the very best in his future endeavors."

⭐⭐⭐⭐⭐

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Carolyn Hudson, MBA

Program Director, Healthfirst

"I highly recommend Sankar to any organization seeking an expert to deliver meaningful change. Sankar worked directly for me for 3+ years at Healthfirst as a Product Owner on one of the largest strategic Provider Data Management initiatives. His ability to listen attentively to complex healthcare needs and assist with problem solving helped the cross functional team of Product Owners, Analyst, Developers achieve exceptional result during the first 4 months post implementation. What set Sankar apart is his ability to blend high level strategy with practical execution. Sankar helped support my vision and transition of new knowledge to the full time employees (350+) by leading the Visio Mapping workflows for all the different cross functional business teams. This was critical as we onboarding new full time employees to the platform. As a result of his partnership and incredible dedication to this key strategic initiative, the Provider Inventory Tracking System enhancement delivered the highest ROI in less than four months post execution. I highly recommend Sankar to any organization looking to scale efficiencies, or develop future technology."

⭐⭐⭐⭐⭐

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Vivek Thomas

Senior Manager, Data Informatics

"I had the pleasure of working with Sankar in the past. He is a dedicated, talented professional with strong analytical and problem-solving abilities. He excels at translating complex business needs into practical solutions and consistently takes ownership to deliver work efficiently, on time, and without follow-up or quality concerns. His deep expertise in Data, Data Management, Data Strategy, and AI would make him an asset to any team. He is highly collaborative and consistently goes the extra mile to ensure work is completed to the highest standard."

⭐⭐⭐⭐⭐

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Muthamizhselvan Kalidoss

Senior Manager, Cloud & Infrastructure Services

"I had the opportunity to mentor Sankar as he expanded his expertise in AI, product strategy, and emerging technologies. What impressed me most was his ability to quickly understand complex AI concepts, connect them to real business challenges, and translate them into practical, value-driven product solutions. Sankar combines strategic thinking with strong execution, a continuous learning mindset, and the ability to collaborate effectively across technical and business teams, making him a valuable asset for organizations driving AI innovation."

⭐⭐⭐⭐⭐

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Sneha Gayathri C

QA Engineer, Life Sciences Domain

"I had the pleasure of working with Sankar, and it was truly a great learning experience. He has an exceptional ability to understand complex business requirements and translate them into clear, actionable solutions. His strong analytical skills and deep business knowledge enable him to bridge the gap between business stakeholders and technical teams with clarity, patience, and professionalism. What stands out most is his willingness to share knowledge and support those around him. Sankar is dependable, detail-oriented, and consistently committed to delivering high-quality outcomes. His collaborative approach, problem-solving mindset, and dedication to excellence make him a valuable asset to any team. I would highly recommend Sankar for his professionalism, dedication, and collaborative approach. I wish him continued success in all his future endeavors."

⭐⭐⭐⭐⭐

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Peter Dudek

Pega Certified Senior System Architect

"I had the pleasure of working alongside Sankar on the same team at Healthfirst for over 2 years. Sankar impressed me with his professionalism, dedication, and engagement in our work. He has a remarkable work ethic, always going the extra mile to ensure projects are completed to the highest standards. In the ever-evolving IT landscape, his Product Management skills and deep technical knowledge are invaluable and I am confident that he would be a great asset to any organization."

⭐⭐⭐⭐⭐

View on LinkedIn →

Paul Atherton

Manager Provider Data Management, Healthfirst

"Sankar has been an integral part of our team and a phenomenal asset to both my team and the ProgramTeam he worked within. His leadership on the program aspects that he managed meant that when issues arose for my team, those issues never lingered. I would recommend Sankar for any position where his skills are a match for. His work ethic, collaboration, and results are second to none."

⭐⭐⭐⭐⭐

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Ravi Vishwas

Enterprise Technology & ERP Senior Consultant

"I recommend Sankar as an exceptional IT Consultant and an inspiring motivator. Throughout our professional interactions, I have witnessed Sankar's remarkable ability to deliver outstanding results while uplifting those around him. With a deep understanding of complex technological systems and strategic thinking, Sankar identifies optimization opportunities and drives meaningful change within organizations. His dedication to excellence and unwavering commitment make him an invaluable asset to any project or team. Sankar's blend of technical expertise and motivational leadership extends beyond the workplace, making him a respected role model in both professional and personal domains."

⭐⭐⭐⭐⭐

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Thukkaram Periasamy

Associate Manager, Accenture

"I am delighted to write a LinkedIn recommendation for Sankar, who has proven to be an exceptional Project Analyst during our time working together. Sankar possesses a rare blend of analytical process, strategic thinking, and dedication to excellence that makes him an invaluable asset to any project team. Throughout our collaboration, Sankar consistently demonstrated his ability to dissect complex project requirements, identify key deliverables, and develop comprehensive action plans that successfully translated vision into reality."

⭐⭐⭐⭐⭐

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Giridhar Golkonda

IT Leader & Enterprise Architect

"During Sankar's five-year tenure as a Business Analyst in the pharmaceutical industry, their remarkable analysis and presentation abilities were evident. They adeptly dissected complex data and conveyed clear, actionable insights, enhancing our operational efficiency and guiding strategic decisions. I confidently recommend Sankar for his outstanding professionalism and invaluable skills in this area."

⭐⭐⭐⭐⭐

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Denise Hurley-Forgach

Senior Manager, Utilities Industries

"Sankar is one of the most poised and composed professionals that I have ever worked with. He has the strength and creativity to execute challenging tasks and manifest a quality delivery. Not only would I recommend Sankar, but would be grateful to have him join my team of professionals."

⭐⭐⭐⭐⭐

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Narayanan Ramaswamy

Sr. Client Partner @ Saama | Health Sciences

"I am delighted to provide an enthusiastic recommendation for Sankar, who served as a Business Analyst during his tenure at one of my prior organizations. Sankar consistently delivered exceptional performance, leaving an indelible mark on our then IT department. From the outset, Sankar's analytical prowess was evident. He adeptly gathered and meticulously analyzed business requirements, translating them into actionable insights and strategic plans. His clear communication skills facilitated alignment across stakeholders, ensuring well-executed projects. Sankar's proactive problem-solving abilities were invaluable in our fast-paced environment. His collaborative approach earned him the respect and trust of peers and supervisors alike."

⭐⭐⭐⭐⭐

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Imthias Shaffiullah

Software Engineer, Spotline, Inc.

"I had the pleasure of working with Sankar on a data engineering and reporting project, and he consistently impressed me with his product management and business analysis skills. He has strong analytical and problem-solving abilities, a talent for project planning, and he always delivered on time without sacrificing quality. Sankar worked seamlessly across functional teams, communicating clearly and building trust easily along the way. He's also a great mentor, generous with his knowledge, and always pushing himself to learn something new. Any team would be lucky to have him."

⭐⭐⭐⭐⭐

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Vigneshwaran Sivaprakasam

Group Project Manager, HCL America Inc.

"I had the pleasure of managing Sankar at HCL, where he consistently impressed me with his customer-first mindset, proactive approach, and ability to quickly adapt to new technologies. He has a strong talent for understanding complex business needs and translating them into practical, high-impact solutions while building trusted relationships with clients and stakeholders. Sankar takes ownership, collaborates effectively across teams, and is always willing to go the extra mile to ensure successful outcomes. His blend of technical expertise, strategic thinking, and commitment to delivering value makes him a valuable asset to any organization, and I highly recommend him."

⭐⭐⭐⭐⭐

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Rajesh Sundarraj

Group Technical Specialist, HCL Technology

"I've had the opportunity to work closely with Sankar on several strategic initiatives and have always been impressed by his ability to translate complex business needs into practical, technology-driven solutions. He is highly collaborative, proactive, and consistently brings clarity to challenging problems while building strong partnerships across technical and business teams. Beyond his expertise, Sankar is dependable, adaptable, and someone I would gladly work with again on any high-impact initiative."

⭐⭐⭐⭐⭐

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Recently Shipped

What I've shipped and updated most recently on my GitHub.

Recently shipped Building in public
🤖

Launched "Ask My Twin" — an AI chatbot grounded on my real career, built with Claude and Cloudflare WorkersFeature

Added a command palette (Cmd+K) for instant navigation across the siteFeature

🗂️

Shipped the Enterprise AI Data Copilot Suite build card and opened it up for collaboratorsBuild

🏢

Published the Compliance Lease Tool with a live GitHub repo and mockupBuild

Added new recommendations from colleagues at HCL and SpotlineUpdate

Live Post

What I've been sharing recently on LinkedIn.

Recently posted Sharing in public
🗺️

Argued that global team breakdowns get misdiagnosed as culture problems — the real tell is regional leaders with high trust but low influence, and the fix is redesigning decision rights, not fixing cultureArticle

🧬

Shipped ClinicalAI-TrialAnalysis — paste an NCT ID, get ranked failure hypotheses from Claude with a self-argued counter-argument on each one, and a hard schema gate that rejects any response with an unlabeled claimAchievement

Broke down why 45% of CEOs see employee resistance to gen AI — competence, autonomy, and relatedness needs going unmet — and the AWARE framework for closing the trust gapArticle

🧩

Wrote up how I built the Company Comparison tool — BYOK with no backend, a web-search-capable model for live citations, and a hand-rolled markdown parser plus D3 relationship graph instead of off-the-shelf librariesAchievement

🤖

Called out the blind spot in agentic AI roadmaps — infrastructure — where vector databases and legacy storage built for human-paced traffic buckle under machine-speed query volumeArticle

⚖️

Shipped ContractIQ end-to-end with Claude Code — walked through the step-by-step, from writing the PRD first to defining an HHH launch bar before calling it production-readyAchievement

👀

Named the "two-organizations problem" — the gap between the reported org (dashboards, board decks) and the lived org (what teams actually experience) — and why it widens fastest around AI rolloutsArticle

💸

Broke down "sales debt" — taking on poor-fit customers to hit short-term revenue — and why the bill comes due in shrinking margins, customization-eaten roadmaps, and churn nobody wantedArticle

🧩

Argued that two decades of decomposing firms into modular units left companies great at splitting apart and bad at recombining — and that the real advantage is turning recombination into a managerial "handshake," not just a technical interfaceArticle

🌍

Unpacked why a Fortune 100 exec's Asia-based team stayed quiet on strategy — not a culture problem but a systems one, and why fixing decision rights, not running a culture audit, is the real leverArticle

🤖

Broke down why a two-person team — one domain expert, one AI engineer — is the new baseline for building products that used to need eight, and why incumbents must re-architect workflows before automating themArticle

🧱

Broke down AT&T CEO John Stankey's HBR IdeaCast take that most AI efficiency gains get competed away — the durable edge is marrying proprietary data with AI, not "meat and potatoes" automationArticle

📊

Reacted to an HBR piece on Goldman Sachs' CIO reframing the "10% AI can't do" question — the real shift is operator to supervisor of agents, and AI transformation only works once data and evals are in orderArticle

🗂️

Announced the "Enterprise AI Data Copilot Suite" — an agentic platform where deterministic engines hold the ground truth and the LLM handles explanation, classification, and narrationUpdate

🚀

Shipped "ProjectPilot AI" — a full-stack SaaS project management platform with Kanban boards, AI task intelligence, and a workspace-scoped Claude assistant, from zero to production in daysAchievement

🎯

Demoed "Ad-Genie" at the end of a 6-week Agentic AI PM cohort — an ad-creative co-pilot built with a PRD, eval framework, and pricing model from scratchAchievement

💰

Reflected on treating pricing as a product decision, not a finance one — mapped Ad-Genie against a fixed/variable, activity/outcome-based frameworkArticle

🧠

Explored the real difference between a co-pilot and an agent — initiative — and why Ad-Genie is deliberately scoped as the former for nowArticle

Learned the HHH framework — Helpful, Honest, Harmless — for evaluating generative AI output where there's no single "right" answerArticle

🗺️

Reframed AI roadmaps as sequencing risk instead of features — validate the riskiest assumption before earning the right to build the next thingArticle

🧭

Kicked off an Agentic AI PM cohort with a 2x2 framework for deciding where AI actually belongs — automate, quality-control, co-pilot, or human-firstNew Start

🧩

Published my first public GitHub repo — Claude Skill Builder Collections, a growing library of reusable Claude AI skills for product teamsNew Start

🔬

Built "ScienceAI" — a RAG-powered research assistant that lets scientists talk to the literature and turns findings into audio summaries or podcastsNew Start

🎓

Completed "Building Agentic AI Applications with a Problem-First Approach" on Maven — 35+ hours covering evals, prompt engineering, and multi-agent pipelinesAchievement

Completed the "Become an Agent-Native Operator in 1 Day" OpenClaw Bootcamp — covering agentic workflows, MCPs, and eval loopsAchievement

☁️

Passed the AWS Certified Generative AI Developer – Professional (Early Adopter) certificationAchievement

LinkedIn Snapshot Last 90 days · tap a card to flip
📡

Reach & Engagement

12.0K

impressions · last 90 days

4.0K members reached

3.1 engagements / day avg

2.4%
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Reach & Engagement

Weekly impressions · 14 weeks
1,378Peak day (May 27)
89/90Active days
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Follower Growth

▲ +2,195

new followers · last 90 days

7K+ total followers

Base grew by46.9%
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Follower Growth

Weekly new followers · 14 weeks
4,684Followers at period start
114Peak day (Jun 1)
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🏆

Post Performance

2,085

most impressions · single post

1.0% engagement rate on it

9.2%

best rate, different post

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Post Performance

Posts / month · since Jul '24
32Most engagements on a post
3.5%Avg engagement rate
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🌐

Audience

Senior professionals42%
IT services & consulting29%
NYC metro area25%
Entry-level16%
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Audience

10,001+ employee cos.34%
Software development8%
Product Managers5%
🏢 Top company: Cognizant 😊 Okay, flip me back

Let's Build AI Products
Together 👋

I love turning bold ideas into AI and data products that people genuinely enjoy using. I thrive on building great teams, tearing down silos, and shipping things that make a real difference for both the business and the people who use them.

Want to geek out over AI product strategy, LLM and agentic apps, ML-driven platforms, or enterprise SaaS? Or just feel like saying hi? I'd absolutely love that. 😊 Reach out anytime — my inbox is always open, and I can't wait to connect!

🇺🇸 New York / New Jersey, USA