Open to Product & AI Projects

Andre Ganske

Intelligent systems for people & bussiness

Senior Product Manager | Product-Led Growth | Human-Centered IA

About Me

I enjoy turning complex problems into solutions that create real value for people, for the business, and for the team.

I've been working in tech for over 15 years, building a background that combines product strategy, technical knowledge, and hands-on entrepreneurial experience. As a Product Manager, I've led end-to-end product development: from user discovery to delivery and continuous improvement at scale.

I thrive in environments where I can build with clarity, autonomy, and purpose. I enjoy working with collaborative teams that value open communication, thoughtful decision-making, and consistent delivery.

If you believe in meaningful products and strong, aligned teams let's connect.

Experience & Focus

🎯

AI & Risk Intelligence

  • Leading AI-powered risk and anti-fraud product initiatives
  • Building intelligent systems for fraud detection and prevention
  • Implementing ML models for risk assessment at scale
🏗️

Product Strategy & Delivery

  • End-to-end product development from discovery to delivery
  • Product-Led Growth strategies and continuous discovery
  • Data-driven decision making and metric definition
🚀

Team Leadership

  • Cross-functional team collaboration and alignment
  • Mentoring and developing product talent
  • Building high-performing, autonomous teams

Skills & Expertise

Product Management

Product StrategyUser Research & DiscoveryProduct-Led GrowthRoadmap PlanningStakeholder ManagementAgile/Scrum

AI & Data

AI/ML Product DevelopmentRisk ModelingData-Driven Decision MakingA/B TestingAnalytics & MetricsFraud Detection Systems

Technical

API DesignSystem ArchitectureSQL & Data AnalysisTechnical DocumentationIntegration StrategyPerformance Optimization

Leadership

Team BuildingCross-functional CollaborationMentoringStrategic CommunicationConflict ResolutionChange Management
AI Explorations

Building with AI

Exploring the intersection of AI and product innovation through hands-on projects

🧠

Mind Bloom / Call Confidence

Prototype

AI micro-SaaS that helps sales professionals overcome cold-call anxiety through simulated coaching, tone analysis, and cognitive reframing.

Explores affective computing, emotion recognition, and behavioral reinforcement to improve confidence and communication performance.

Affective ComputingBehavioral ScienceCoachingPerformanceEmotion Recognition
💰

Attractor

Prototype

AI-driven finance app for couples — aligning emotional and financial decision-making through shared transparency.

Applies behavioral economics, explainable AI, and relationship psychology to build trust around money decisions.

FinTechBehavioral EconomicsEmotional IntelligenceExplainable AIEphemeral UIRelationship Psychology
🎯

Radar PX

In-Production

Modular risk-intelligence platform integrating enrichment, cognitive profiling, and behavioral scoring to classify driver risk at scale.

Connects operational data with psychological insight to anticipate risk patterns before they happen — reducing fraud by 20% and saving R$1.5M/year through intelligent automation.

Risk IntelligenceFraud DetectionBehavioral AnalysisML ClassificationHuman-in-the-LoopMCP ArchitectureAI WorkflowAgentic AI
💬

Digha.app

Failed

AI-powered assistant for 1:1 meetings and self-reflection, designed to help teams turn conversations into measurable growth.

Built to transform leadership rituals into feedback loops — summarizing insights, tracking progress, and improving how managers listen and coach. Although discontinued, it proved how AI can nurture healthier teams.

LeadershipReflectionAI CoachingPsychological SafetyPeople AnalyticsBehavioral InsightEmotional Intelligence
📋

PM Fofo

Beta

LLM-based assistant that helps Product Managers translate messy discovery sessions into structured, shareable artifacts.

Automates the creation of RFCs, BDDs, and opportunity statements — freeing PMs to focus on insight and alignment instead of formatting.

LLMProduct ManagementDocumentationWorkflow AutomationDiscovery
🏗️

Adalberto the C4

Beta

Conversational AI specialized in software architecture, helping teams describe and visualize systems through the C4 modeling approach.

Acts as a concise, human-like software architect — guiding the creation of Context, Container, Component, and Code diagrams with clarity and consistency. Designed to make architecture communication accessible to both engineers and product stakeholders.

Software ArchitectureC4 ModelSystem DesignLLMTechnical Documentation
🔬

AI Research Playground

Concept

Internal R&D hub for prototyping AI capabilities in risk analysis, legal-text understanding, and human-in-the-loop model evaluation.

Serves as the incubation layer for next-generation features — bridging research and production through continuous experimentation.

ResearchNLPExplainabilityRisk AnalysisHuman-in-the-LoopMCP ArchitectureAgentic AI
⚖️

RiskGPT

Private Beta

Specialized AI agent that interprets judicial and behavioral data to classify transport-related risks with contextual accuracy.

Enhances decision engine by extracting nuanced legal signals and explaining model reasoning in plain language for audit-ready insights.

Risk IntelligenceNLPDecision SupportExplainabilityLegal DataAuditability
📝

FeatureGPT

Private Use

AI writing companion that powers the "Feature ou Bug" newsletter — translating real product lessons into clear, narrative-driven insights.

Blends storytelling and strategy to turn data into meaning — helping PMs communicate outcomes, not outputs.

WritingCommunicationStrategyStorytellingThought Leadership

Each project is an experiment in applying AI to solve real-world problems, from mental health to financial wellness and security.

Newsletter

Feature or Bug Newsletter

Real product management insights from the trenches no buzzwords, no fluff.

A biweekly newsletter about product management in real life, written by someone who lives it every day.

What to expect:

  • Continuous value delivery and the ship or improve dilemma
  • Decision-making in complex environments
  • Experimentation, risk, and learning
  • Product with SQL, AI, data, and continuous discovery
  • Mistakes that became jokes and lessons
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Let's Connect

Interested in working together or just want to chat about product, AI, or tech? I'd love to hear from you.