Muhammad (Hamza) Latif-AI Product Intelligence SaaS Platform
Experience
AI Product Intelligence SaaS Platform
ProductLogik
- Defined product vision, roadmap, and subscription-based monetization model.
- Architected multimodel AI orchestration (Gemini + GPT fallback) ensuring reliability and cost efficiency.
- Designed explainable insight engine with confidence scoring and agile antipattern detection.
- Built and deployed full-stack architecture (FastAPI, PostgreSQL, React) with secure authentication and quota governance.
- Tech: Python, FastAPI, PostgreSQL, React, TypeScript, Stripe, Gemini API, OpenAI API.
AI Maturity Assessment Platform
AI Compass
- Defined 7-dimension AI maturity framework and structured evaluation model.
- Developed hybrid scoring engine combining rule-based logic with ML clustering and benchmarking.
- Generated explainable transformation roadmaps aligned with capability gaps.
- Led end-to-end product discovery and cross-functional Agile delivery.
- Tech: Python, FastAPI, Scikit-learn, PostgreSQL, React, ML Pipeline.
AI Project Manager
neuefische GmbH - School and Pool for Digital Talent
- Built and delivered an ML-powered B2B SaaS product ("AI Compass") from discovery to deployment.
- Defined product vision, roadmap, prioritization, and measurable outcomes.
- Translated business challenges into structured AI product requirements and user stories.
- Designed a dual-engine system combining deterministic scoring with ML models (clustering, anomaly detection, peer benchmarking).
- Coordinated frontend (React), backend (FastAPI), and ML workflows in Agile sprints.
- Applied explainable and responsible AI principles to ensure transparency and stakeholder trust.
- Tech: Python, FastAPI, PHP, React, PostgreSQL, MySQL, SQL, REST APIs, Scikit-learn, Git.
Senior Product Owner / Digital Project Lead
Klarstein (formerly Berlin Brands Group)
- Supervised Agile delivery of large-scale e-commerce platforms and internal digital systems.
- Directed UX/UI redesign of high-traffic websites and IoT mobile applications.
- Managed strategic tool migrations: FactFinder to Bloomreach for search, Dynamic Yield to Bloomreach for personalization, OneTrust to UserCentrics for consent.
- Oversaw development of a custom in-house CMS for marketing campaign management.
- Ensured GDPR-compliant implementations and executive-level stakeholder alignment.
Product Owner / Digital Project Manager
Zennova Home
- Guided ERP system development and enterprise-wide implementation.
- Managed the launch of four e-commerce platforms.
- Oversaw HRM web and mobile application development.
- Drove digital transformation across operations and procurement.
Product Owner / Digital Project Manager
BLOOMR
- Led development and redesign of an e-commerce platform.
- Managed IT infrastructure implementation across retail and warehouse.
- Directed cloud migration of accounting systems.
PHP Developer
Loops & Logic
- Developed PHP-based web applications in HRM and healthcare domains.
- Built backend systems and database integrations.
IT Support
Revenue Department Divisional Office
- Supported IT systems across government departments.
- Maintained system stability and reporting infrastructure.
Industry Experience
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Experienced in Retail, Government and Administration, Information Technology, and Healthcare.
Business Area Experience
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Experienced in Information Technology, Project Management, Accounting, Product Development, Operations, and Human Resources.
Summary
AI Product Manager and Product Owner with 8+ years of experience building digital and AI-enabled products. Specialized in explainable AI, ML-driven SaaS platforms, and data-informed product decision-making.
Skills
Ai & Data: Machine Learning Fundamentals; Ml Pipelines; Explainable Ai; Model Evaluation Concepts; Data Analysis; Responsible Ai
Product & Leadership: Product Strategy; Product Ownership; Roadmapping; Backlog Prioritization; Stakeholder Management; Agile Delivery (Scrum)
Tech: Python; Fastapi; Php; React; Postgresql; Mysql; Sql; Rest Apis; Scikit-learn; Git
Languages
Education
University of Sargodha
Master of Information Technology · Information Technology · Sargodha, Pakistan
University of Sargodha
Bachelors · Sargodha, Pakistan
Certifications & licenses
Certified Scrum Product Owner (CSPO®)
Scrum Alliance
Professional Scrum Master (PSM™ I)
Scrum.org
Professional Scrum Product Owner (PSPO™ I)
Scrum.org
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Experience
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Expertise
Qualifications
Profile
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