
AI SYSTEM BOOT
Initializing Context Engine
Connecting to orchestration layer
Gathering context and business signals
Mapping workflows and dependencies
Rendering AI operations interface

AI SYSTEM BOOT
Connecting to orchestration layer
Gathering context and business signals
Mapping workflows and dependencies
Rendering AI operations interface
Case narratives across recruitment platforms, operational control systems, and workforce tooling, scoped sprints with evidence-backed outcomes.
Problem: High-volume hiring relied on disconnected tools and manual follow-up.
System Built: Implemented a centralized recruitment platform with standardized stages and automation support.
Operational Outcome: Improved recruiter throughput and clearer visibility across the hiring cycle.
Problem: Operational reporting and team tracking were handled in separate systems.
System Built: Delivered a unified control system with dashboards and shared process rules.
Operational Outcome: Stronger execution governance and faster management-level reporting.
Problem: HR workflows depended on repetitive manual handling and inconsistent policy application.
System Built: Built a structured HR and payroll workflow system with clear process standards.
Operational Outcome: Lower coordination overhead with better consistency across workforce processes.

Phase 1
Full-stack B2B/B2C recruitment platform with AI-powered CV parsing, virtual events, and payment processing. Morocco's largest recruitment platform; connecting Moroccan developers with global companies.
Category
Next.js, React, Prisma
Value
Faster hiring cycles and better recruiter throughput.
Performance
88%
Phase 2
Full HR & payroll solution built for Moroccan law and workflow reality. Encoded Moroccan labor law into software pipelines.
Category
HR & Payroll Business OS
Value
Automated HR and payroll logic adapted to Moroccan workflows.
Performance
46%
Phase 3
AI-powered CRM and business automation assistant with lead scoring, pipeline tracking, and workflow automation. Multi-AI support (OpenAI, Gemini, Ollama); Google API integrations.
Category
Python, CustomTkinter, GenAI
Value
AI-assisted pipeline management and lead follow-up automation.
Performance
64%
Phase 4
Centralized business operations and reporting suite with KPI dashboards, invoice automation, and team productivity tracking.
Category
Next.js, React, Prisma
Value
Unified KPI visibility with less manual reporting work.
Performance
88%Phase 5
Data centralization hub for managing cross-platform content, analytics, and digital asset workflows.
Category
Python, PyQt6, GenAI
Value
Improves operational speed and delivery quality.
Performance
88%Phase 6
Workforce automation platform for scheduling, payroll, attendance, and HR reporting.
Category
Django, React
Value
Improves operational speed and delivery quality.
Performance
88%Phase 7
Healthcare CRM and scheduling app with patient records, appointment booking, and teleconsultation modules.
Category
Google Sheets, JavaScript
Value
Improves operational speed and delivery quality.
Performance
46%
Phase 8
Desktop productivity tool for music producers (FL Studio libraries).
Category
Python, PySide6, SQLite
Value
Quicker asset organization and production workflow speed.
Performance
88%
Phase 9
CRM for doctors/clinics with role-based access.
Category
Medical practice management
Value
Cleaner clinic operations with role-based process control.
Performance
88%Phase 10
Feature-rich CRM; local control.
Category
Desktop CRM
Value
Improves operational speed and delivery quality.
Performance
88%
Phase 11
Consumer skincare app; AI guidance for routines (weather/skin type). Built for wife; personal.
Category
Consumer app
Value
Personalized skincare guidance with less decision friction.
Performance
46%Book a short strategy call. You will leave with clearer priorities, practical next steps, and realistic scope options.