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
RYKAZ turns complex cases into clear systems|
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 Field Notes
Why Childcare Marketplaces Need Request-Fit Workflows, Not Just Profile Search
Childcare marketplaces become more useful when they model the parent request, fit constraints, response state, and fallback path instead of treating care search like generic profile browsing.
Technical Field Notes
Why Challenge Products Need Accountability State, Not Just Streaks
Wellness and habit-change products become more trustworthy when they model commitment, check-in evidence, recovery, and visibility rules instead of reducing progress to one streak counter.
Technical Field Notes
Why Invoice Workflows Need Reconciliation State, Not Just OCR
Invoice products earn trust when they separate extraction, approval, payment, and reconciliation state instead of treating OCR output as finished financial truth.
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
A focused selection from a broader independent project portfolio.
The homepage highlights the strongest evidence. The complete catalog is organized by the product decision each project makes easiest to understand.
Prospr
AI-powered job search platform
Online product
Prospr helps senior professionals discover relevant roles, tailor CVs and cover letters, import opportunities, and manage applications in one review-first workflow.
AI Product Architecture
HomyHon
Property-buying decision platform
Online product experiment
A bilingual platform helping buyers in France evaluate price, energy risks, renovation costs, required documents, negotiation opportunities, and professional referrals before an offer.
AI Product Architecture
Authority Router
AI governance and authorization engine
Architecture project
A vendor-neutral preflight system that converts human and AI workflows into deterministic, auditable authority plans.
AI Product Architecture
Kaptia / IA Learning
360 immersive authoring and learning platform
Online professional work
A professional platform turning 360 video into interactive learning experiences with hotspots, quizzes, analytics, collaboration, and web delivery.
Immersive / XR Platforms
ROUNTR
360° virtual commerce SaaS
Product platform
A multi-tenant platform transforming 360° store photography and connected catalogues into navigable, personalized, shoppable storefronts accessible by QR code.
Immersive / XR Platforms
NounouProche
Childcare services ecosystem
Online product
A platform connecting families, childminders, nurseries, municipalities, and childcare coordinators across discovery, contracts, invoicing, and territorial intelligence.
SaaS & Product Strategy
CareFlow
Hospital companion notification system
Architecture project
A multi-tenant healthcare platform converting hospital and EHR events into localized SMS, WhatsApp, and voice notifications for patients' companions.
SaaS & Product Strategy
Pubera
Visitor-initiated advertising platform
Pilot-ready product
An advertising interaction model where visitors request relevant sponsored information instead of receiving interruptive ads.
SaaS & Product Strategy
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.