Reports to Head of Product / Product Director · 10 yrs · Fortune 500, Big Three consulting, global enterprise clients
10 yrs · 10M+ users · 20 countries · $15M+ saved · 12 releases · 0 rollbacks
📍 Chennai (hometown) · Bengaluru (hybrid) · Open to work · IST (UTC+5:30) · Remote friendly
Public-safe sample repos. Repositories below are public-safe demonstrations of methods, artifacts, and forward-deployed skills applied to production work under NDA. Actual client scope, systems, and metrics are on the CV — not in the repos.
- pm-os v1.0 — PM operating system: PRD → SDLC via Claude Skills + MetaGPT + Promptfoo. Live app ↗
- Capital AI IQ — permanent AI capital-intelligence showcase; any yfinance symbol; multi-provider AI router.
- agentic-compliance-evals — open eval harness for HITL AI in KYC/AML + clinical CDS.
- Portfolio v2 — case studies migrating to Problem → Approach → Trade-offs → Outcome → Postmortem.
🛠 pm-os — Latest MVP
A PM operating system: turn a PRD into a full SDLC by orchestrating Claude Skills · MetaGPT · Promptfoo. Built by a Senior PM for regulated AI.
flowchart LR
PRD[PRD.md] --> S1[Claude Skill<br/>prd-to-sdlc]
S1 --> FRD[FRD + SRS]
FRD --> S2[MetaGPT<br/>architecture + code]
S2 --> Eval[Promptfoo<br/>eval gates]
Eval --> Release[Release-ready SDLC]
🌐 Live app · 📖 Repo · 🧠 prd-to-sdlc skill · ⚡ y-score-readiness · 🏷 v1.0
Agentic AI onboarding — 7 bounded agents · deterministic gates · event-sourced audit log. Mapped to FATF · EU AI Act · GDPR · BSA · Basel III.
flowchart LR
A[Customer/Teller] --> B[Intake]
B --> C[Doc Intel]
C --> D[KYC Validation]
D --> E[Sanctions / PEP]
E --> F[AML Risk]
F --> G{Risk Gate}
G -- Low --> H[Auto-Approve]
G -- Med/High --> I[Compliance Review]
H --> K[CRM / Core Banking]
I --> K
F --> L[(Audit Log)]
📖 Case study · 🏗 Agent design · ⚖️ Compliance · 🌐 Live page
AI capital intelligence dashboard — multi-provider AI router (Claude · GPT-4o · Gemini) · risk / opportunity / uncertainty scoring · advisor-style insight bullets. Read-only decision support with explicit guardrails; pick any yfinance-supported security.
flowchart LR
M[Market Data<br/>yfinance] --> B[FastAPI Backend]
N[News RSS] --> B
B --> R[Opportunity / Risk / Uncertainty]
R --> AI[Free AI Router<br/>Claude / GPT-4o / Gemini]
AI --> I[Insight Bullets]
B --> UI[React Dashboard]
I --> UI
UI --> H[Human Decision]
🌐 Live showcase · 📖 Repo · 🖥️ Full app (cold-start) ·
More sample case studies (EHR · Contract Ingestion · US Health · UK Consumer)
| Sample | What it demonstrates | Stack |
|---|---|---|
| AI EHR Intelligence Platform | Healthcare reporting + scientific intelligence | FHIR · HL7 · HIPAA · CDS |
| Gen AI Financial IQ | Agentic banking contract ingestion | RAG · Banking · Contract intel |
| US Health Data Strategy | Archival economics, HL7 retrieval | Snowflake · Lineage |
| B2C Consumer Meta Intelligence | UK media intelligence | Consumer intel · UK |
| Company | Role · Reports to | Domain | Scope + Outcome |
|---|---|---|---|
| Nagarro · 2022–now | Staff Consultant · Head of Product | Enterprise SaaS agentic AI · Big 3 US Management Consulting Firm | Drain3 + Claude Opus RAG on AWS Bedrock · GPT-4o/Claude/Gemini multi-eval · RLHF + HITL · CSAT 88→94% · 1K→20K users in 3 months · $5M saved · $5M investment secured · Client Performer Award Q4'25 |
| Nagarro | Sr PO · Head of Product | 0-to-1 healthcare SaaS · Global financial services and private healthcare group | HL7 · FHIR · ICD-10 · Apple Health + Google Fit · consent APIs · clinician-in-loop · 10M+ users · 20 countries · revenue +20% · claims -15% · 99.8% accuracy · 0 PII breaches |
| Nagarro | Sr PO | Largest UN Humanitarian Group · Salesforce NPSP | 4 European markets (BR·BG·GR·RO) · Stripe+Vindi · WhatsApp/SMS360 NLU · Einstein AI · Discovery in 1 month · 5 months ahead |
| Cognizant · 2021–22 | Team Leader · Product Director | Verizon CCAI · 50 contact centres | Dialogflow + CCAI + OpenAI · 24-person team · 250+ user stories · SAFe PI · $10M+/yr saved · CSAT +35% · AHT -25% · intent recall 98% · containment +42% · latency 10s→7s |
| C2B Tech · 2020–21 | BA · PO | 0-to-1 insurance · largest South African bank | ICD claims · provider network · ERPNext · 30+ interviews · 120-page BRD · 95% MVP on-time · GBP 2M expansion · underwriting -45% |
| ICICI Securities · 2017–19 | Assistant PM | Salesforce Capital Markets · BFSI | SIP fund lifecycle · Stripe · SFTP recon · SMS360+WhatsApp · risk-profile engine · recon 40→80% · 12 releases 0 rollbacks · 200+ staff trained |
| The Stone Palace · 2015–17 | BA | B2B industrial fleet analytics | Lazy-loading arch · SLA/SLO · Tableau · Waterfall→Kanban · Efficiency +40% · SLA breaches -55% |
Also: Lufthansa Miles & More (RFP win · WCAG mobile UX) · Hoerbiger Service Fleet Analytics (RFP win · PRD for AI recommendation engine)
Start with the business outcome. If it doesn't ladder to a measurable outcome, it's documentation, not product work. Convert ambiguity into structured artifacts. PRDs · BRDs · FRDs · ERDs · sequence diagrams · decision logs. Design for governance before scale breaks trust. Compliance, audit, HITL are first-class. Retrofit is 10× more expensive. Measure AI, don't demo it. Golden test sets · eval pipelines · RLHF guardrails · drift monitoring · AI observability. Keep architecture understandable for executives, engineers, and operations alike.
flowchart LR
A[Business Outcome] --> B[Stakeholder Pain]
B --> C[Structured Artifacts]
C --> D[Governance First]
D --> E[Measurable AI]
E --> F[Understandable Arch]
F --> G[Risk Register]
📘 decisions.md · 📊 metrics.md · 📄 CV
🤖 AI Product Platforms — Agentic AI · Deep RAG · Drain3+LLM hybrid · GPT-4o/Claude/Gemini multi-criteria eval · MCP · A2A · LangGraph · Semantic Kernel · RLHF · guardrails · drift monitoring · AI observability · golden tests · HITL.
📊 Data & Analytics — Snowflake · Kafka · dbt · Airflow · Chroma DB · data contracts · lineage · Power BI · Tableau · Kibana · Grafana · Amplitude · Mixpanel · A/B · DAU/MAU · cohort · North Star + OKRs.
🏥 Healthcare — HL7 · FHIR · ICD-10 · EHR · consent APIs · hospital provider networks · claims · copay · care pathways · clinical CDS · clinician-in-loop · patient stratification · NCPDP · HIPAA.
🏦 BFSI & Fintech — Payments (Stripe · Vindi) · reconciliation · onboarding · KYC · AML · sanctions/PEP · capital markets · SIP · fund lifecycle · risk profiling · Salesforce Capital Markets · Salesforce NPSP.
🧭 Strategy & Delivery — Vision · roadmap · market sizing · competitive analysis · RICE · MoSCoW · OKRs · RFP · GTM · SAFe PI · CSPO · JTBD · story mapping · 12+ production releases zero rollbacks.
All 17 certifications (click to expand)
| Area | Credential | Issuer | Evidence |
|---|---|---|---|
| Agentic AI | Building Intelligent AI Agents | Pearson/O'Reilly | Credly |
| LLM APIs | Claude with the Anthropic API | Anthropic | |
| AI Coding | Claude Code Foundations | Anthropic | 2026 · verify |
| Generative AI | Foundations in Generative AI | IBM SkillsBuild | certificate |
| Generative AI | Introduction to LLMs | IBM SkillsBuild | Digital sticker |
| Responsible AI | Ethical Considerations for GenAI | IBM SkillsBuild | Digital sticker |
| Product Analytics | Product Analytics Certification | Product School | Jan 2026 · cert_5q25t41p |
| Product Ownership | Scrum Product Owner Course | Pearson/O'Reilly | Credly |
| AI Product | AI Product Management Course | Simplilearn | certificate |
| AI Product | AI in Product Management | O'Reilly | 2025 |
| Security | AI Product Security | Dec 2025 | |
| Agile | CSPO | Nagarro | 2025 |
| PM | Technical Product Manager | Nagarro | 2025 |
| PM | Diploma in Product Management | Alison | 2024 |
| Data | Data Analytics | Simplilearn | 2023 · 4473790 |
| Product Ownership | Robust Scrum Product Owner | Udemy | 2023 |
| Education | Verified International Academic Qualifications | WES | Credly |
Tools & tech stack (click to expand)
Product — Jira · Confluence · Aha · Azure DevOps · Miro · Figma · Balsamiq · Lucidchart · ProductPlan · MS Visio · Rally Engineering & APIs — Postman · Git · Docker · Terraform · AWS Bedrock · Azure · GCP · Kafka · REST · Webhooks · APIM · OAuth 2.0 · PostgreSQL · Python · JSON · XML · SFTP AI & Integration — OpenAI · Anthropic · Azure OpenAI · Gemini CLI · LangChain · LangGraph · Playwright · Semantic Kernel · CCAI · Dialogflow · Salesforce · Salesforce Einstein · Stripe · Vindi · ERPNext Data & BI — Snowflake · Power BI · Tableau · Kibana · Grafana · ELK · Amplitude · Mixpanel · Google Analytics · dbt · Airflow · Chroma DB Healthcare & Compliance — FHIR tools · HL7 validators · EHR connectors · HIPAA logging · GDPR · PCI-DSS · consent APIs · ICD-10 · NCPDP · FATF · EU AI Act · BSA/CIP · X12 EDI
Anglia Ruskin University, London 🇬🇧 — PG Cert, International Project Management (2013–14) Anna University, Chennai 🇮🇳 — B.E. Computer Science, First Class (2008–12)
Chennai (hometown) · Bengaluru (hybrid) · Open to work · IST (UTC+5:30) · Remote friendly
🌐 vittobh.github.io · 📅 Book 15-min · 💼 LinkedIn · 📧 Email · 📄 decisions.md · 📊 metrics.md
Product Manager · Senior PO · AI Product Manager · Healthcare Data PM · BFSI Fintech PM · AI Platform PM · Enterprise SaaS leadership.