Senior Product Manager·GenAI Products·Project Management

I build SaaS products
powered by GenAI
solve business problems
& drive impact.

I'm Nischala Reddy — 10+ years building and shipping SaaS platforms, GenAI features, and data productsacross Healthcare, Finance, Retail & E-commerce, Media, HR-Tech, Digital Marketing and Supply Chain. End-to-end product development — from discovery to launch — for teams that bet on what we ship.

HealthcareFinanceRetail & E-commerceMediaHR TechDigital MarketingSupply Chain
Nischala Reddy Bujangari

10+

Years of Product Experience

7

Industries Served

20+

Brands & Enterprise Clients

40+

Tools & Platforms Shipped

Selected Work

Case studies, by discipline.

Eight categories of work — AI/ML, dashboards, pipelines, retail analytics, consulting, BA, and growth — distilled from 8+ years across enterprise clients.

Trials Guru — Clinical Intelligence
AI / ML Product Development

Trials Guru — Clinical Intelligence

Problem

Medical-affairs analysts spent days hunting through 1M+ trial documents to answer single therapeutic questions, delaying go/no-go decisions.

Solution

Designed a GenAI + RAG product turning 30+ years of trial literature into a queryable knowledge layer — cut research turnaround by ~30%.

RAG over 1M+ docs30% faster decisionsAdopted by 4 product squads
GPT-4o·RAG·Vector DB·Power BI·Looker·
Shipping Data Products @ Arteryx
Supply Chain & Shipping Analytics

Shipping Data Products @ Arteryx

Problem

Planners and ops teams had no SKU-level shipping visibility or lane performance signals — exceptions surfaced days late.

Solution

Productized shipping & supply-chain pipelines for the D&A org — SKU-level visibility, lane performance, and real-time exception alerts.

Lane KPI suiteDaily reconciliationException alerting
SQL·Airflow·Power BI·Python·AWS·
H&M — Retail Insight & Workforce Analytics
Retail Analytics & Consulting

H&M — Retail Insight & Workforce Analytics

Problem

Retail merchandising decisions were made on weekly aggregates with no predictive view of cohorts or store-level demand.

Solution

Built predictive cohort models, A/B testing infrastructure, and segmentation playbooks that informed merchandising and workforce planning for global retail clients.

28% top-funnel liftPredictive cohort modelingRetail KPI playbook
R·Python·Tableau·SAS·SQL·
CDAP Digital Adoption Program
Consulting / CDAP

CDAP Digital Adoption Program

Problem

SMB clients knew they needed to digitize but lacked clarity on where to start, what to fund, and how to sequence investments.

Solution

Led discovery, maturity assessments, and phased Digital Adoption Plans for SMB clients under the Canada Digital Adoption Program.

12 DAPs delivered20–30% projected ROICRM / ERP blueprints
Aha!·Jira·Confluence·Lucid·
Al Jazeera — Product-Led Growth
Data Analytics & Growth

Al Jazeera — Product-Led Growth

Problem

Newsroom growth had plateaued — no behavioural analytics in place, no clear funnel, and acquisition cost was climbing.

Solution

Owned growth and analytics for the digital newsroom — built referral loops, A/B testing, behavioural analytics, and SEO across web + apps.

+35% acquisition+22% session−15% CAC
Amplitude·Firebase·Looker·BigQuery·GA4·
Executive Dashboards (Looker · PowerBI · Tableau)
Dashboard Building

Executive Dashboards (Looker · PowerBI · Tableau)

Problem

Leadership teams across pharma, media, fintech and retail were drowning in ad-hoc reports with no single source of truth.

Solution

Designed and shipped 25+ executive and operations dashboards — semantic layers, DAX automation, and self-serve cuts that retired hundreds of one-off requests.

25+ dashboardsSelf-serve adoptionDAX automation
Looker·Power BI·Tableau·Qlik·DAX·
Web Scraping & Ingestion Pipelines
Web Scraping & Data Pipelines

Web Scraping & Ingestion Pipelines

Problem

Strategy teams needed competitive and market intelligence at daily cadence but data lived behind 50+ unstructured public sources.

Solution

Built scraping + normalization pipelines feeding competitive intelligence and market data into Redshift / Supabase warehouses with schema-on-read.

50+ sourcesDaily refreshSchema-on-read
Python·Playwright·Redshift·Supabase·Airflow·
Fintech ERP — Lease & Loan Management
Business Analysis

Fintech ERP — Lease & Loan Management

Problem

A legacy ERP suite was bleeding defects and slowing every release of payments, lease booking and asset management modules.

Solution

Owned full SDLC for Odessa's Lease & Loan Management ERP — BRDs, BPMNs, wireframes, financial QA automation. 40% defect reduction.

40% fewer defects25% faster QAEnd-to-end SDLC
BRD·BPMN·Wireframes·SQL·Agile·

Engagements

How we can work together.

Fixed-scope sprints, monthly retainers, or full-cycle delivery. Available for project & hourly engagements via Upwork.

LLMs · RAG · Agents

AI Product Strategy

  • End-to-end GenAI feature scoping and roadmap
  • RAG pipeline design + vendor / model selection
  • Evaluation frameworks and guardrails

Looker · Power BI · Tableau · Qlik

Dashboard & BI Build

  • Executive dashboards with productized metrics
  • Semantic layers, DAX/SQL automation
  • A/B test and growth funnel reporting

Redshift · BigQuery · Snowflake · dbt

Data Pipelines & Platforms

  • Ingestion → warehouse → activation pipelines
  • Web scraping & 3rd-party data integration
  • Data quality, lineage, and observability

Roadmaps · Maturity · ROI

Digital Adoption & CDAP Advisory

  • Digital Adoption Plans (DAP) with phased roadmap
  • Maturity assessments and gap analysis
  • CRM / ERP integration blueprints

Career

A decade.
Six full-time flags.

From workforce analytics at Barclays to GenAI products at Amgen and shipping data products at Arteryx — a deliberate path through the highest-stakes data and product organizations.

2025 — Present

Arteryx

Project Manager — Supply Chain Analytics (Data & Analytics org)

  • Lead the roadmap for shipping data products and supply chain analytics pipelines within the broader D&A organization.
  • Productize ingestion → warehouse → activation flows for SKU-level visibility, lane performance and exception alerting consumed by planners and ops daily.
  • Run cross-functional delivery with data engineering, data science, finance and operations — Agile/Scrum cadence, story-mapping, and OKR-aligned roadmaps.
  • Define KPIs, exception thresholds, and executive reporting cadence; partnered with finance to tie supply-chain metrics to P&L impact.
  • Champion data-product thinking — treating each pipeline as a versioned, SLA-backed product with documented contracts and consumers.

2023 — 2025

Amgen

Product Manager — Analytics & Generative AI

  • Owned product roadmap for analytics & GenAI features powering medical-affairs and clinical-trial workflows.
  • Spearheaded GenAI / LLM / RAG integration into Trials Guru and Lit Explorer — improving decision speed by ~30%.
  • Led UI/UX wireframing, AI-feature enablement, and end-to-end agile delivery (SAFe) across multiple product squads.
  • Built Looker and Power BI dashboards exposing pipeline health, model performance and user adoption.
  • Partnered with data science, engineering, business and compliance — driving feature delivery from discovery to launch.
  • Increased NPS by 20% in a quarter; reduced internal defect rates by 40% via release-readiness rituals.

2022 — 2023

Al Jazeera Media Network

Digital Product Owner — Growth & Analytics

  • Owned product-led growth for the digital newsroom across web, iOS and Android — referral loops, onboarding, and SEO/Hreflang optimization.
  • Stood up the analytics stack: Amplitude, Firebase, GA4, Looker, BigQuery — and built executive dashboards used in weekly C-suite reviews.
  • Ran 40+ A/B experiments on headlines, surfacing, and feed personalisation; lifted acquisition 35%, session 22%, conversion 19%.
  • Reduced CAC by 15% and grew target-region viewership 40% by re-architecting feed surfacing and notification taxonomy.
  • Managed vendor relationships across YouTube, Google News, Meta and Twitter for distribution and SEO partnerships.

2021 — 2022

Ernst & Young — People Advisory Services

Senior Consultant / Product Owner

  • Delivered retail and workforce-analytics engagements for H&M, Credit Suisse, Swiss Bank, and USAID.
  • Built predictive cohort models, segmentation playbooks, and post-COVID productivity dashboards using R, Python, Tableau and SAS.
  • Automated BI: DAX-based dashboards and SQL pipelines that retired hundreds of recurring ad-hoc requests.
  • Led change management — comms plans, training, and adoption tracking for analytics rollouts.

2019 — 2021

Odessa Technologies

Senior Business Analyst → Product Owner

  • Owned the SDLC for Lease & Loan Management ERP modules — payments, lease booking, asset management.
  • Authored BRDs, BPMNs, user stories, and wireframes; partnered with engineering on design reviews and acceptance criteria.
  • Designed and integrated analytics features within the ERP, including reporting cubes and lease-performance dashboards.
  • Drove 40% defect reduction and 25% faster QA via test automation and regression tightening.
  • Led API integration design across CRM/ERP boundaries and GTM enablement for new module launches.

2017 — 2019

Barclays

Business Analyst — Workforce Analytics

  • Led workforce-analytics reporting and strategic recommendation cycles for a global retail-banking division.
  • Built R / SPSS / SQL pipelines for headcount, attrition, and capacity-planning models.
  • Designed wireframes and UI specs for internal analytics tools — ran pilot tests and adoption tracking.
  • Partnered with HR leadership on workforce-planning recommendations that fed annual budgeting.

Freelance & Contract Engagements

Independent client work.

Outside of full-time roles, I work directly with founders, agencies and SMB teams as a freelancer — discovery, build, ship.

Community Connect Labs

Community Connect Labs

Civic Tech · SaaS

Product discovery and roadmap for SMS-first outreach SaaS — feature scoping, user-journey mapping, and analytics instrumentation.

Cook & Boardman

Cook & Boardman

Construction · Supply

Sales-ops analytics and dashboard build — pipeline health, regional performance, and quoting velocity for the field team.

Prepay Nation

Prepay Nation

Fintech · Telecom

Product analytics, partner-portal UX, and reporting automation for cross-border airtime transfer flows.

Innovative Analytics — CDAP

Innovative Analytics — CDAP

Consulting · CDAP

Led 12+ Digital Adoption Plans under Canada Digital Adoption Program — gap analysis, ROI modeling, CRM/ERP blueprints.

MediRate

MediRate

Healthcare · Data

Healthcare reimbursement data product — schema design, ingestion automation, and analyst-facing dashboards.

Trusum Solutions

Trusum Solutions

Tech Services

Discovery & BA for a workforce-management SaaS — user stories, wireframes, and acceptance criteria across 3 modules.

Timebox Solutions

Timebox Solutions

SaaS · Productivity

End-to-end product management for a B2B scheduling SaaS — onboarding, billing, and analytics instrumentation.

Everstell

Everstell

E-commerce · SaaS

Storefront analytics + GenAI-assisted merchandising research — competitor scraping pipelines and Hex notebooks.

Ebunch Marketing

Ebunch Marketing

Digital Marketing

Marketing-ops dashboards (GA4, Looker, Mixpanel) and campaign performance attribution for multi-channel agencies.

Designer Metals

Designer Metals

Manufacturing · Retail

Order-management product redesign and inventory analytics — built quoting workflow + reporting for ops team.

Empire Sports

Empire Sports

E-commerce · Retail

Shopify analytics, GenAI product-description automation, and SEO/conversion dashboards.

Toolkit

The stack I ship with.

AI / GenAI (2025)

  • GPT-5 / GPT-4o
  • Claude Sonnet 4.5
  • Gemini 2.5 Pro
  • RAG Pipelines
  • MCP / Tool Use
  • LangChain · LangGraph
  • LlamaIndex
  • Vector DBs (Pinecone, pgvector)
  • Agentic Workflows
  • Eval & Guardrails

Modern Data Stack

  • Snowflake
  • Databricks
  • BigQuery
  • Redshift
  • dbt
  • Fivetran · Airbyte
  • Airflow · Dagster
  • Kafka · Kinesis
  • Supabase · Postgres
  • AWS · GCP · Azure

BI & Analytics

  • Looker
  • Power BI
  • Tableau
  • Qlik
  • Hex
  • ThoughtSpot
  • Amplitude
  • Mixpanel
  • GA4 · Firebase
  • SQL · DAX · LookML

Product & Delivery

  • Roadmapping (Aha! · ProductBoard)
  • Jira · Linear · Confluence
  • SAFe · Scrum · Kanban
  • Discovery & OKRs
  • PMP · CSM · SAFe Agilist
  • Stakeholder Mgmt
  • RICE / WSJF Prioritization
  • Story Mapping

Automation & Build

  • Python · Pandas · NumPy
  • Cursor · Claude Code
  • n8n · Zapier · Make
  • Playwright (Scraping)
  • Figma · FigJam
  • Notion AI · Loom
  • REST · GraphQL APIs
  • Git · GitHub Actions

Selected clients & employers

H&M·
Amgen·
Al Jazeera·
Ernst & Young·
Barclays·
Credit Suisse·
Odessa·
USAID·
Arteryx·
H&M·
Amgen·
Al Jazeera·
Ernst & Young·
Barclays·
Credit Suisse·
Odessa·
USAID·
Arteryx·
H&M·
Amgen·
Al Jazeera·
Ernst & Young·
Barclays·
Credit Suisse·
Odessa·
USAID·
Arteryx·

Praise

"Nischala's work was of high quality. They met all of my requirements and expectations, and they even went above and beyond to deliver a great product."
Supreet Jain, Prepaynation
"Sharp product instincts paired with rare data fluency — she turned a fuzzy analytics brief into a shippable, measurable roadmap."
Engagement Lead, EY · People Advisory Services

Education & Certifications

Credentials

2022 — 2023

Douglas College, Vancouver

Post-Graduate Diploma — Project Management

2017 — 2019

Great Lakes Institute of Management

MBA · Dual Majors in Finance & Analytics

Certified

PMP · Certified Scrum Master (CSM) · SAFe Agilist

Contact

Let's build the next one
together.

Available for product, analytics, and AI engagements via Upwork or direct. Typical reply window — within 24 hours.

nischalareddybujangari@gmail.com

Vancouver, Canada · Permanent Resident