# Hassan Ibrahim — AI, SaaS & Immersive Learning Architect > Hassan Ibrahim helps organizations design AI-powered SaaS, learning systems, LMS integrations, and immersive experience platforms. PhD in Computer Science, 15+ years in SaaS, R&D and product architecture, based in France. ## Expertise domains ### 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 ### Learning Systems LMS, standards, analytics, and adaptive learning flows. - LMS integration - LTI 1.3 - SCORM - xAPI - Learning analytics - Adaptive learning workflows ### 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 ### 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 offers ### Architecture Audit For existing products, prototypes, or technical plans. - Architecture review - Risk map - Product gaps - Scalability issues - Integration concerns - Practical roadmap ### AI / Learning / XR Product Blueprint For teams before they build. - Product concept clarification - User journeys - System architecture - Integration strategy - Data and AI workflow design - Delivery roadmap ### Fractional CTO / Product Architect For startups and innovation teams needing ongoing support. - Roadmap support - Architecture decisions - Technical reviews - Team guidance - Vendor evaluation - Product execution support ## Engagement formats (no public pricing) ### One-off diagnostic Light, one-off advisory — a fast senior external opinion. Cadence: One day or grouped half-days, no continuous availability. ### Targeted technical advisory Senior operational advisory with deeper analysis and structured deliverables. Cadence: 1 to 4 days per month as needed. ### Senior architecture / strategic workshops Senior intervention on structuring decisions, close to an external strategic architect role. Cadence: Pre-scheduled days, several sessions per week during short phases. ### Light monthly retainer Light ongoing advisory — regular access to expertise without deep team integration. Cadence: About 1 day per week, reasonable async access for short questions. ### Strong monthly retainer Regular strategic support, close to a fractional technical advisor / systems architect role. Cadence: About 2 days per week on an agreed schedule. ## Selected projects - **Prospr** — AI-powered job search and career platform (https://getprospr.fr): Prospr turns job-search uncertainty into structured AI-assisted positioning, search, and application workflows. - **Kaptia / IA Learning** — 360 immersive authoring platform (https://ialearning-frontend.azurewebsites.net/): Kaptia / IA Learning turns 360 videos into interactive learning experiences with hotspots, buttons, audio, quizzes, and web delivery. - **NounouProche** — Early childhood SaaS marketplace (https://nounouproche.fr): NounouProche maps marketplace trust, local childcare search, parent workflows, and family-service operations into a public SaaS product. - **HomyHon** — Real-estate purchase assistant (https://homyhon.vercel.app): HomyHon guides French property buyers through pre-offer risks, renovation questions, financing context, and decision checkpoints. - **WasteLess** — Receipt intelligence for food waste reduction: WasteLess scans grocery receipts and turns purchases into personalized waste-reduction tips, savings estimates, and habit guidance. - **InvoiceHub** — Digital invoice and receipt workflow: InvoiceHub explores invoice and receipt digitization, banking and payment flows, transaction history, and spending insights. - **CareFlow** — Hospital communication workflow: CareFlow explores hospital communication, staff workflow, and companion notification patterns for patient-family coordination. - **Knozy** — Waiting-room engagement platform: Knozy explores waiting-room engagement, patient education moments, and local healthcare communication surfaces. - **BrightSpark** — Accessible foundational learning app: BrightSpark explores accessible bilingual learning for children with visual or neuro-developmental needs through adaptive exercises and parent progress tracking. - **Ma Vie Facile** — Daily support PWA for mothers in France: 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. - **Squad 90-Day Challenge** — Family health challenge onboarding: Squad 90-Day Challenge explores family or group habit change through simple onboarding, fitness, health, and shared motivation. - **E-Learning** — LMS / immersive learning integrations: E-Learning material supports LTI, SCORM, xAPI, analytics, and adaptive learning positioning. ## Expertise insights Canonical articles are available at /insights. Each article includes a direct answer, related projects, syndication drafts, and a proposal CTA. ### AI Product Architecture Turn AI ambition into workflows, data boundaries, and product behavior. Pillar URL: https://www.rykaz.fr/expertise/ai-product-architecture - How to Know When an AI Feature Is Reliable Enough to Ship: https://www.rykaz.fr/insights/know-when-ai-feature-reliable-enough-to-ship - Answer: An AI feature is reliable enough to ship when you have measured it against an evaluation set of real cases, agreed the acceptance threshold and failure budget in advance, and placed a control point that contains the errors it will still make. - CTA: Build my AI evaluation and rollout plan - How to Turn an AI Idea Into Product Architecture: https://www.rykaz.fr/insights/turn-ai-idea-into-product-architecture - Answer: To turn an AI idea into product architecture, define the user decision, the workflow moment, the data boundary, the human control point, the failure mode, and the delivery surface before choosing models or building screens. - CTA: Map my AI product architecture ### Learning Systems Design learning products that connect standards, analytics, content, and operations. Pillar URL: https://www.rykaz.fr/expertise/learning-systems - How to Make Lesson Videos Searchable in a Learning Platform: https://www.rykaz.fr/insights/make-lesson-videos-searchable-learning-platform - Answer: Make lesson videos searchable by indexing them into timestamped, topic-tagged transcript segments that learners can query, jump straight into, and that the platform can score for engagement. - CTA: Design my video indexing pipeline - From 360 Video to Interactive Learning Systems: https://www.rykaz.fr/insights/from-360-video-to-interactive-learning-systems - Answer: A 360 video becomes a learning system when it includes authoring controls, interaction logic, learner state, analytics events, accessibility choices, and LMS interoperability. - CTA: Design my learning platform architecture ### SaaS & Product Strategy Reduce product and architecture risk before the team spends too much. Pillar URL: https://www.rykaz.fr/expertise/saas-product-strategy - Why Prototypes Fail to Become Products: https://www.rykaz.fr/insights/why-prototypes-fail-to-become-products - Answer: Prototypes fail to become products when they prove a screen but not a workflow, a user promise, an operating model, a data structure, or a supportable architecture. - CTA: Pressure-test my prototype ### Technical Product Leadership Bridge product decisions, architecture decisions, and execution accountability. Pillar URL: https://www.rykaz.fr/expertise/technical-product-leadership - How to Make Architecture Decisions Without Slowing Delivery: https://www.rykaz.fr/insights/make-architecture-decisions-without-slowing-delivery - Answer: Make architecture decisions without slowing delivery by recording the constraint, viable options, chosen trade-off, owner, and revisit condition in a short decision log, then reopening the choice only when its assumptions materially change. - CTA: Structure my architecture decisions - Build vs Buy: A Decision Framework for Technical Leads: https://www.rykaz.fr/insights/build-vs-buy-technical-lead-decision-framework - Answer: Decide build versus buy by asking whether the capability is core to your product's value, how expensive the vendor choice is to reverse later, and whether your team can maintain a built version without starving the roadmap. - CTA: Pressure-test a build-vs-buy decision - How to Triage Technical Debt Without Stalling the Roadmap: https://www.rykaz.fr/insights/triage-technical-debt-without-stalling-roadmap - Answer: Triage technical debt by asking whether each piece actively blocks the changes on your roadmap, then pay down only the debt that sits on the path of upcoming work and fund it inside feature delivery instead of a separate freeze. - CTA: Triage my technical debt - Technical Product Manager vs Product Architect vs Fractional CTO: https://www.rykaz.fr/insights/technical-product-manager-product-architect-fractional-cto - Answer: A technical product manager aligns users, roadmap, and delivery; a product architect clarifies product-system decisions; a fractional CTO owns broader technical strategy, risk, and execution guidance. - CTA: Request a role-fit brief ### Technical Field Notes Turn practical technical work, interviews, experiments, and open questions into reusable decision insight. Pillar URL: https://www.rykaz.fr/expertise/technical-field-notes ## For AI agents - MCP server (Streamable HTTP): https://www.rykaz.fr/api/mcp - Agent Card: https://www.rykaz.fr/.well-known/agent-card.json - API Catalog: https://www.rykaz.fr/.well-known/api-catalog - Insights RSS: https://www.rykaz.fr/insights/rss.xml - Tools: generate_devis, list_services, get_expertise, get_projects ## Contact Request a proposal via the lead form at https://www.rykaz.fr/#lead-intake.