Domain 01
AI Product Architecture
Productized AI features tied to real workflows.
- AI agents
- AI-assisted workflows
- Content generation systems
- Human-in-the-loop design
- Productized AI features
|
Senior product architecture for AI, SaaS, learning and immersive platforms
Turn complex product ideas into systems investors, teams and users can trust.
I help founders, innovation teams, and product leaders turn complex AI, SaaS, learning, or immersive ideas into buildable systems.
I work on architecture, product scope, technical risk, AI workflows, vendor decisions, and execution roadmaps.
PhD Computer Science · R&D and technical product experience · France
Advisory journey
Advisory Facets Cube
Six product hats for clarifying what to build, what to postpone, and what to avoid.
Rotate the scene to inspect the domains. Click a facet to shape your advisory brief, or open a numbered project marker to see the closest evidence.
Advisory focus
I translate ambition into architecture your team can actually build.
Many teams can build a prototype. Fewer can turn AI features, immersive demos, learning standards, and SaaS constraints into a product that is usable, maintainable, and aligned with the business goal.
- Clarify what to build, postpone, or avoid.
- Translate ambition into architecture and delivery steps.
- Reduce technical risk before teams spend too much.
Insights
Public thinking behind the architecture work.
Technical Product Leadership
How to Make Architecture Decisions Without Slowing Delivery
A practical decision-log method for resolving architecture choices quickly, preserving the reasoning, and reopening them only when the assumptions change.
AI Product Architecture
How to Know When an AI Feature Is Reliable Enough to Ship
A practitioner's method for deciding when an AI feature is ready for users: build an evaluation set, agree a failure budget, and ship behind a control point.
Learning Systems
How to Make Lesson Videos Searchable in a Learning Platform
A practitioner's method for turning a growing video library into a searchable knowledge layer that learners can query and the platform can measure.
Technical Product Leadership
Build vs Buy: A Decision Framework for Technical Leads
A practitioner's framing for deciding when to build, when to buy, and when reversing a vendor choice will cost more than the feature itself.
Technical Product Leadership
How to Triage Technical Debt Without Stalling the Roadmap
A practitioner's method for deciding which technical debt to pay down now, which to leave, and how to fund the work without a freeze.
AI Product Architecture
How to Turn an AI Idea Into Product Architecture
A practical framing method for converting an AI concept into workflows, boundaries, risks, and delivery decisions.
Technical Product Leadership
Technical Product Manager vs Product Architect vs Fractional CTO
A clear distinction for recruiters and founders evaluating technical product leadership needs.
Learning Systems
From 360 Video to Interactive Learning Systems
How immersive media becomes a learning product when authoring, runtime, analytics, and LMS standards work together.
SaaS & Product Strategy
Why Prototypes Fail to Become Products
A product architecture lens on why promising prototypes stall when they meet users, operations, integrations, and support.
Expertise
Four domains, one product architecture lens
Each domain is a decision surface: what to build, where risk sits, how users move through the system, and what the team needs to execute next.
Domain 02
Learning Systems
LMS, standards, analytics, and adaptive learning flows.
- LMS integration
- LTI 1.3
- SCORM
- xAPI
- Learning analytics
- Adaptive learning workflows
Domain 03
Immersive / XR Platforms
Authoring, runtime delivery, and web immersive systems.
- 360 authoring
- Virtual tours
- XR training
- Digital twins
- Three.js delivery
- Authoring-to-runtime bridge
Domain 04
SaaS & Product Strategy
From MVP scope to scalable product architecture.
- Multi-tenant architecture
- API design
- Backend architecture
- Real-time collaboration
- Roadmap
- MVP to production
Consulting formats
For existing products, prototypes, or technical plans.
Architecture Audit
- Architecture review
- Risk map
- Product gaps
- Scalability issues
- Integration concerns
- Practical roadmap
For teams before they build.
AI / Learning / XR Product Blueprint
- Product concept clarification
- User journeys
- System architecture
- Integration strategy
- Data and AI workflow design
- Delivery roadmap
For startups and innovation teams needing ongoing support.
Fractional CTO / Product Architect
- Roadmap support
- Architecture decisions
- Technical reviews
- Team guidance
- Vendor evaluation
- Product execution support
Selected product evidence
Prospr
AI-powered job search and career platform
Online product
Prospr turns job-search uncertainty into structured AI-assisted positioning, search, and application workflows.
AI Product Architecture
Kaptia / IA Learning
360 immersive authoring platform
Online professional work
Kaptia / IA Learning turns 360 videos into interactive learning experiences with hotspots, buttons, audio, quizzes, and web delivery.
Immersive / XR Platforms
NounouProche
Early childhood SaaS marketplace
Online product
NounouProche maps marketplace trust, local childcare search, parent workflows, and family-service operations into a public SaaS product.
SaaS & Product Strategy
HomyHon
Real-estate purchase assistant
Online product experiment
HomyHon guides French property buyers through pre-offer risks, renovation questions, financing context, and decision checkpoints.
AI Product Architecture
WasteLess
Receipt intelligence for food waste reduction
Prototype
WasteLess scans grocery receipts and turns purchases into personalized waste-reduction tips, savings estimates, and habit guidance.
AI Product Architecture
InvoiceHub
Digital invoice and receipt workflow
Prototype
InvoiceHub explores invoice and receipt digitization, banking and payment flows, transaction history, and spending insights.
SaaS & Product Strategy
CareFlow
Hospital communication workflow
Prototype
CareFlow explores hospital communication, staff workflow, and companion notification patterns for patient-family coordination.
Learning Systems
Knozy
Waiting-room engagement platform
Prototype
Knozy explores waiting-room engagement, patient education moments, and local healthcare communication surfaces.
Learning Systems
BrightSpark
Accessible foundational learning app
Prototype
BrightSpark explores accessible bilingual learning for children with visual or neuro-developmental needs through adaptive exercises and parent progress tracking.
Learning Systems
Ma Vie Facile
Daily support PWA for mothers in France
Prototype
Ma Vie Facile is a calm mobile PWA concept for unemployed mothers in France, with daily routines, health reminders, French practice, administration, goals, well-being, and parenting support.
Learning Systems
Squad 90-Day Challenge
Family health challenge onboarding
Prototype
Squad 90-Day Challenge explores family or group habit change through simple onboarding, fitness, health, and shared motivation.
SaaS & Product Strategy
E-Learning
LMS / immersive learning integrations
Prototype
E-Learning material supports LTI, SCORM, xAPI, analytics, and adaptive learning positioning.
Immersive / XR Platforms
Request a proposal
Turn your product situation into a clear advisory brief.
Describe the context, constraints and decisions that need clarity. You get a recommended engagement format, and I receive the substance needed to prepare a serious reply.
The form prepares a structured request. No prices are shown publicly: pricing belongs in the final proposal.
Recommended format
Light monthly retainer
Short alignment phase, scope still to clarify.
After submission, I directly receive a structured, high-priority brief. Pricing is added privately in the final proposal.
Recruiter path
Hiring for technical product, R&D, AI product architecture, or immersive learning roles?
This portfolio is consulting-oriented, but it also gives recruiters a direct path to evaluate roles where roadmap discipline, architecture depth, AI workflows, learning systems, or immersive platforms need one accountable technical product owner.
Roles I fit
- Technical Product Manager
- R&D Project Manager
- Product architect for AI, SaaS, learning or XR
- Fractional CTO / technical advisor
Profile materials
CV and role-specific documents are available on request. I keep private job-search PDFs out of the public site until they are reviewed for the target role.
Request CV / profileContact
Bring a serious product question, not a vague request.
Use the brief form to share the context, constraints and decisions that matter. I will respond around the architecture, roadmap and execution path.
Prepare a consulting briefReview relevant work The form creates the context needed for a serious first reply.