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Nesryne Zina-RaggouaNZ

Nesryne Zina-Raggoua

AI Agent Solutions Architect

€450/day
Villeneuve-Tolosane, FR
3-7 years

Average response time: 1 hour

Freelancer profile translated to English.
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About Nesryne

SME Leaders, are you still spending 10 hours a week copying and pasting data, chasing prospects, or sorting invoices? This administrative "noise" is hindering your growth. At Uzin’IA, my mission is simple: to transform your operational chaos into digital Swiss precision.

As an AI Agent Solutions Architect, I don't just "plug in tools." I design robust Autonomous Digital Agents and No-code architectures that work for you, 24/7.

Why work with me?
As a top graduate in Entrepreneurial Management and Strategy (RNCP Level 7) and CEO of Uzin'IA, I combine a high-level business vision with sharp technical mastery of the best automation technologies. My approach is focused on a single metric: your ROI.

My areas of expertise:

Automated Prospecting & Growth: "Cold" sales funnels that accurately detect, filter, and qualify your leads (Advanced scraping with Apify, enrichment, Regex filtering, and CRM integration).

Workflows & Operational Efficiency: Complete automation of your internal processes (HR, Billing, Customer Service, Data Management) through resilient architectures on Make.com (Make) and Airtable.

Applied Artificial Intelligence (AI): Integration of language models (LLM/SLM via OpenAI / Claude API) for document analysis, data structuring, or intelligent customer support.

My "Uzin’IA" Methodology:

Flash Audit: Diagnosis of your stack and bottleneck identification.

Architecture: Flow modeling with advanced error handling (Error Handlers) for total resilience.

No-code Deployment: Seamless production rollout and training.

Monitoring: Tracking the performance of your virtual agents.

My mantra: Energy + Rigor = Results.
Ready to automate your success? Let's discuss your project!
  • French

    Native or bilingual

  • English

    Conversational

  • Arabic

    Conversational

Can work on-site
Villeneuve-Tolosane (up to 50km)

Experience

  • PROMAN Aéronautique
    Project Manager
    AVIATION AND AEROSPACE
    September 2021 - April 2025 (3 years and 7 months)
    Colomiers, France
    Expert in HR project management dedicated to the aeronautics sector, I serve as the interface between the critical needs of clients (Sourcing, Quality, Deadlines) and the deployment of tailor-made HR solutions. Specializing in supporting high-demand professions (production, engineering), I manage recruitment campaigns and talent skill development through innovative training programs (GEPP).

    Main Missions
    1. Talent Acquisition Management (Sourcing & Selection)
    Defining strategic needs with major clients (Airbus, Safran, Tier 1 and 2 subcontractors).

    Specialized sourcing for hard-to-fill roles: assembly fitters, test technicians, structural engineers, aero welders.

    Assessment of technical skills and verification of specific certifications (Human Factors, B0/H0V, etc.).

    2. Project Management & Training Engineering
    Implementation of training programs such as POEC (Operational Preparation for Collective Employment) to address the shortage of qualified labor.

    Deployment of GEPP (Employment and Career Path Management) to anticipate technological changes in the sector (Factory of the Future, composite materials).

    Coordination with training organizations and institutional partners (France Travail, Opco).

    3. Business Development & Client Relations
    Management of a strategic client portfolio: implementation and monitoring of KPIs.

    KPI Reporting and Analysis: Tracking conversion rates, temporary worker retention rates, and budget adherence.

    Legal and HR advice on contracts (fixed-term, permanent, temporary) and risk prevention (Safety/PPE).
    Reasoning Engineering (Chain-of-Thought & Planning) OpenAI API Ethics and Guardrailing (Operational Safety)
  • Mairie de 12000 habitants
    QWL and HR Automation Consultant
    June 2025 - April 2026 (10 months)
    Specialist in risk prevention in local government, I led the digital transition and automation of the municipality's Quality of Work Life (QWL) policy. I transformed the "Document Unique" (DUERP) – traditionally static and paper-based – into a dynamic, connected digital management tool.

    Main Missions & Digitalization Focus:

    1. Digitalization and Automation of the DUERP
    To optimize risk assessment across all municipal departments (technical, school, administrative), I automated the entire data processing workflow:

    Intelligent Collection (No-Code): Deployment of digital forms allowing field agents to report risks and incidents in real-time.

    Automated Centralization: Creation of a connected database (Airtable type) instantly compiling audits (physical, psychosocial, MSD risks), eliminating manual data entry and outdated spreadsheets.

    Dynamic Generation: Automation of regulatory document creation (DUERP, PAPRIPACT) and design of visual dashboards for action plan tracking and cost estimation.

    2. QWL Initiative Management through Data
    Facilitating participatory workshops to identify levers for improving working conditions (ergonomics, mental load).

    Creation of automated monitoring tools for key HR indicators (absenteeism, turnover, psychosocial risk alerts) to shift from a reactive to a predictive prevention approach.

    3. Social Dialogue & Change Management
    Presentation of digitized data during staff representative committee meetings (FSSSCT), aiding management decisions with clear reports.

    Support and training for managers in using these digital solutions to simplify their daily management.
    Make Automation Artificial Intelligence API Process Digitalization GDPR
  • Uzin'IA
    CEO
    January 2026 - Today (7 months)
    Villeneuve-Tolosane, France
    As CEO of Uzin’IA, I assist companies in transitioning from "manual" to "systemic" operations to free up their teams from time-consuming tasks and maximize their growth. My approach is based on advanced technical mastery of data flows and expertise in operational management (RNCP Level 7 - 91% success rate).

    My Concrete Achievements (Active Agents):

    The "Zero-Bounce" Prospecting Agent: Design of a hybrid prospecting funnel (Make/Sheets/Gmail).

    Technique: Implementation of Regex validation filters and real-time syntax verification formulas.

    Resilience: Integration of advanced error handlers (Ignore and Resume modules) allowing the flow to continue despite expired domains or server errors.

    Impact: Protection of the sender domain's reputation and a 99% deliverability rate.

    The Extraction & Enrichment Agent (Apify + AI): Automation of complex data scraping and structuring by AI.

    Technique: Control of Apify Actors via Webhooks and REST API.

    Parsing: Use of language models (LLM/SLM) to transform raw, unstructured data into ready-to-use CRM entries.

    The Real-Time Processing Agent (Speed-to-Lead):

    Performance: Reduction of lead processing time from 4 hours to 12 seconds.

    Architecture: Dynamic mapping of incoming data, automated scoring, and intelligent routing to appointment setting tools.

    My Technical Stack:

    Automation: Make.com (Complete mastery: Routers, Error Handlers, HTTP Requests, Data Stores).

    Data Scraping: Apify, ScrapingBee, Browserless.

    Logic: Regex (Regular Expressions), JavaScript (Basic scripts for enrichment), JSON parsing.

    AI: OpenAI API (GPT-4 / GPT-4o), Anthropic Claude, integration of frugal models (SLM).

    Database: Google Sheets (Complex formula expertise), Airtable, Notion DB.
    AI Strategy LLM Automation Tool and API Integration (Tool Use / Function Calling) SLM

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Education

  • MASTER IN ENTREPRENEURIAL MANAGEMENT AND BUSINESS STRATEGY
    ISCOD
    OPTION INTELLIGENCE ARTIFICIELLE
  • BAC STMG SPECIALIZING IN FINANCE MANAGEMENT
    Lycée Henry Matisse
    2022
    BAC STMG SPECIALITE GESTION FINANCES

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