Cyrille Pillon Senior Product Manager AI Engineer Agentic AI Model Context Protocol MCP Local LLM LM Studio Qwen offline secure enterprise automation Stockholm Sweden 18 years experience SaaS analytics UX design PostHog Omni BI SQL A/B testing AI-assisted product decisions user research conversion funnel optimization API integrations Agile Scrum French native Swedish advanced English advanced Betao AB Renault Nordic AB Besedo Global Services AB DEUG Law Baccalauréat Economic Social Sciences

Portfolio · 2007-Present

Product built on data,
powered by local AI.

I'm Cyrille, a Senior Product Manager with 18+ years across SaaS, BI, and fraud intelligence. I connect data analytics with practical AI Engineering: deploying local Agentic AI systems with Model Context Protocol (MCP) tool execution, keeping sensitive data private and off the cloud.

18+
years across SaaS, BI & ops
3
languages: French, Swedish, English
3
companies shaped by product data
∞
local AI agents built, tested & optimized

Philosophy

Data gets you to the "what". Users tell you the "why".

Great products come from a steady cycle: measure clearly, observe real user behavior, ask the right questions, and ship improvements. AI speeds up finding patterns, while SQL and product sense validate them. The goal is simple: solve real problems with better software.

Currently open to

Senior Product Manager AI Product Manager Product Analyst Growth PM

Stockholm · Hybrid · Remote

Experience

From fraud dashboards
to SaaS analytics at scale.

2026-Present
Personal Lab
Stockholm · Local

Local Agentic AI Infrastructure

Local LLM MCP Agentic AI Offline Private
  • Deployed a Qwen3.5 9B model locally using LM Studio for fast, offline inference with no cloud dependency.
  • Configured a 100k+ token context window to process large unstructured document sets on-device, removing cloud data exposure risks.
  • Implemented Model Context Protocol (MCP) servers for memory and filesystem access, giving the local model autonomous, sandboxed tool execution for persistent memory and file management.
  • Built a fully offline automation stack with zero telemetry and zero external API calls, designed for private document processing and workflow automation.
2016-Present
Stockholm

Senior Product Manager

SaaS PostHog Omni BI SQL AI Onboarding
  • Improved UX and conversion funnels for company registration and invoicing SaaS products serving French auto-entrepreneurs.
  • Led onboarding research and redesign, identifying friction points and using PostHog behavioural data to drive measurable UX improvements.
  • Integrated the INPI Guichet Unique API to fully automate business registration formalities.
  • Built product data dashboards in Omni BI to give real-time visibility into key product and business metrics.
  • Leveraged LLMs to accelerate user research, synthesise insights, and support data-driven roadmap decisions.
  • Ran triggered PostHog surveys at key moments in the user journey to capture qualitative signal at scale.
2015-2016
Kista

Pricing & Incentives Coordinator

Reporting Forecasting Dealer networks
  • Managed dealer invoices, incentives, and financial reporting across Nordic dealer networks (Denmark, Sweden).
  • Produced KPI tracking and forecasting reports for regional sales management.
  • Benchmarked dealer performance to identify outliers and inform commercial decisions.
2007-2015
Stockholm

Business Analyst & Development Manager

BI Data warehouse Fraud risk Operations
  • Built operational dashboards and optimised the data warehouse to support real-time operational visibility across global teams.
  • Led forecasting, KPI analysis, and workflow optimisation to improve efficiency across content moderation teams.
  • Drove product innovation in fraud risk detection, including classification of refusal reasons to improve automated decision systems.

Key achievements

User service launch
Built a new user service centered on brand trust, improving user retention over time.
Onboarding efficiency
Removed key friction points in the onboarding flow, reducing time-to-value and improving completion rates.
Triggered survey system
Deployed contextual surveys at the right moments to understand user behaviour and feed UX iteration loops.
BI dashboard suite
Delivered product data dashboards in Omni that became the single source of truth for business decisions.

About

Eighteen years of building
products worth using.

Cyrille Pillon

I'm a Senior Product Manager and hands-on AI Engineer working across SaaS analytics, UX, and local AI infrastructure. I use PostHog and SQL to understand user behavior, turn that data into roadmap priorities, and build the local AI tools that support the work. That includes running local LLMs, configuring MCP tool layers for secure execution, and designing private agent workflows that never send data to third-party clouds.

Skills

  • Product strategy & roadmap
  • UX & conversion funnel optimisation
  • PostHog analytics & surveys
  • SQL & BI / data visualisation
  • A/B testing & user research
  • Agentic AI infrastructure
  • Model Context Protocol (MCP)
  • Local LLM deployment
  • AI-assisted product decisions
  • Omni BI dashboards
  • API integrations
  • Agile / Scrum

Languages

FrenchNative
SwedishAdvanced
EnglishAdvanced

Education

DEUG 1 in Law
Université François-Rabelais, Tours
2000
Baccalauréat (Economic & Social Sciences)
Lycée Thérèse Planiol, Loches
1999

Training & courses

  • Local LLM & MCP Agentic AI InfrastructureSelf-directed: LM Studio, Qwen3.5, MCP
  • Omni Build & Analytics Trainingomni.co
  • Relational Databases & SQLSQLBolt
  • Scrum Product OwnerScrum.org
  • QlikView Developer 11.2Qlik Stockholm
  • Entrepreneur School for ForeignersSolna SFF School

Interests

  • A wonderful Greek wife, three teenagers, and two Australian Shepherds
  • PC hardware & home lab
  • PC game: Battlefield series
  • Greek & French food