{
  "generated_at": "2026-07-27",
  "profile": "Tunisian cycle d’ingénieur graduate looking for M2/final-year private tech Master/MSc in France outside Paris/Île-de-France.",
  "warning": "Outside Paris is usually cheaper for housing, but every school must confirm direct M2/final-year entry, Campus France Tunisia compatibility, exact campus, exact tuition, and whether alternance is possible for non-EU students.",
  "best_outside_paris_options": [
    {
      "rank": 1,
      "school": "ESGI",
      "outside_paris_campuses": ["Aix-en-Provence", "Bordeaux", "Grenoble", "Le Havre", "Lille", "Lyon", "Montpellier", "Nantes", "Nice", "Orléans", "Poitiers", "Reims", "Rennes", "Rouen", "Toulon", "Toulouse", "Tours"],
      "best_cities_for_wajdi": ["Lyon", "Toulouse", "Lille", "Nantes", "Bordeaux", "Rennes"],
      "program_fit": "Software architecture, cybersecurity, systems/networks/cloud, DevOps/IA Big Data paths.",
      "m2_note": "Best lead for January/fast route, but ask if the outside-Paris campus offers the exact Executive MSc/Bac+5/final-year program, not only lower years.",
      "tuition_estimate": "~€11,000 found for Executive MSc personal financing; confirm by campus/program.",
      "living_budget_month": "€800–€1,100 outside Paris depending city; Lyon/Bordeaux can be higher.",
      "priority": "Contact first, especially Lyon/Toulouse/Lille/Nantes/Rennes.",
      "official_url": "https://www.esgi.fr/rentree-decalee.html"
    },
    {
      "rank": 2,
      "school": "Epitech",
      "outside_paris_campuses": ["Bordeaux", "Lille", "Lyon", "Marseille", "Montpellier", "Moulins", "Mulhouse", "Nancy", "Nantes", "Nice", "Rennes", "Strasbourg", "Toulouse", "La Réunion"],
      "best_cities_for_wajdi": ["Lyon", "Toulouse", "Lille", "Nantes", "Rennes", "Strasbourg", "Montpellier"],
      "program_fit": "MSc Cybersécurité, MSc Intelligence Artificielle.",
      "m2_note": "Good tech fit but official MSc appears 2 years/24 months after Bac+3/+4. Ask if Tunisian cycle d’ingénieur allows direct second-year/final-year entry.",
      "tuition_estimate": "MSc tuition not clearly published in scrape; ask admissions. Bachelor fees are not relevant.",
      "living_budget_month": "€750–€1,100 depending city; Moulins/Mulhouse/Nancy cheaper than Lyon/Bordeaux/Nice.",
      "priority": "Backup if they grant advanced standing.",
      "official_url": "https://www.epitech.eu/formation-alternance/master-of-science-cybersecurite/"
    },
    {
      "rank": 3,
      "school": "Sup de Vinci",
      "outside_paris_campuses": ["Bordeaux", "Nantes", "Rennes"],
      "best_cities_for_wajdi": ["Rennes", "Nantes", "Bordeaux"],
      "program_fit": "Mastère IA & Big Data, Mastère Cybersécurité.",
      "m2_note": "Ask if direct second-year Mastère/M2 entry is possible after Bac+5 engineering. Official pages showed October intake, not January.",
      "tuition_estimate": "~€7,500 amount found; exact year/category must be confirmed.",
      "living_budget_month": "€750–€1,050; Rennes often cheaper than Paris/Bordeaux.",
      "priority": "Best budget-friendly outside-Paris backup if visa/Campus France accepted.",
      "official_url": "https://www.supdevinci.fr/formation/mastere-big-data-ia/paris/"
    },
    {
      "rank": 4,
      "school": "Ynov Campus",
      "outside_paris_campuses": ["Aix-en-Provence", "Bordeaux", "Lille", "Lyon", "Montpellier", "Nantes", "Rennes", "Sophia", "Toulouse"],
      "best_cities_for_wajdi": ["Toulouse", "Lyon", "Lille", "Nantes", "Rennes", "Montpellier"],
      "program_fit": "Informatique, cybersécurité, IA & Data, digital tech programs.",
      "m2_note": "Private/RNCP path; ask direct M2/Bac+5 entry and Campus France Tunisia visa eligibility carefully.",
      "tuition_estimate": "Amounts in scrape range roughly €7,700–€9,500+ depending program/campus; verify exact M2.",
      "living_budget_month": "€750–€1,100 depending campus.",
      "priority": "Budget/practical backup, but verify recognition for visa.",
      "official_url": "https://www.ynov.com/formations/intelligence-artificielle-data"
    },
    {
      "rank": 5,
      "school": "ESEO",
      "outside_paris_campuses": ["Angers", "Dijon", "Paris-Vélizy"],
      "best_cities_for_wajdi": ["Angers", "Dijon"],
      "program_fit": "Engineering, software/electronics/digital systems.",
      "m2_note": "Recognized private CGE engineering school; ask if engineering-cycle final-year/admission parallèle is possible after Tunisian engineering cycle.",
      "tuition_estimate": "Higher engineering years around €9,390–€10,890 found; verify exact campus/year.",
      "living_budget_month": "€700–€950 in Angers/Dijon, cheaper than Paris.",
      "priority": "Good recognized outside-Paris option.",
      "official_url": "https://www.eseo.fr/faq/quels-sont-frais-scolarite/"
    },
    {
      "rank": 6,
      "school": "ESIGELEC",
      "outside_paris_campuses": ["Rouen", "Poitiers"],
      "best_cities_for_wajdi": ["Rouen", "Poitiers"],
      "program_fit": "Information systems, embedded/software/electronics, possible MSc/Master of Science paths.",
      "m2_note": "Recognized private CGE engineering option; ask for M2/final-year entry after Tunisian cycle d’ingénieur.",
      "tuition_estimate": "Scraped official amounts vary widely ~€7,800–€16,850 depending program/status.",
      "living_budget_month": "€700–€950; Poitiers especially cheaper.",
      "priority": "Good lower-cost city option.",
      "official_url": "https://www.esigelec.fr/fr/frais-de-scolarite"
    },
    {
      "rank": 7,
      "school": "ESAIP",
      "outside_paris_campuses": ["Angers", "Aix-en-Provence"],
      "best_cities_for_wajdi": ["Angers", "Aix-en-Provence"],
      "program_fit": "Digital/cybersecurity-ish, risk, numerical engineering.",
      "m2_note": "Ask exact Master/M2/final-year route after engineering cycle. No January signal found.",
      "tuition_estimate": "Amounts found around €6,200–€9,210 depending program; verify exact M2.",
      "living_budget_month": "€700–€1,000; Angers cheaper than Aix.",
      "priority": "Budget-friendly maybe; verify program fit and visa value.",
      "official_url": "https://www.esaip.org/formation/formation-numerique-option-cybersecurite/"
    },
    {
      "rank": 8,
      "school": "EPITA",
      "outside_paris_campuses": ["Lyon", "Toulouse", "Rennes", "Strasbourg"],
      "best_cities_for_wajdi": ["Lyon", "Toulouse", "Rennes", "Strasbourg"],
      "program_fit": "Best pure CS/software/cyber brand, but check which advanced programs exist outside Paris.",
      "m2_note": "Very strong academically; outside campuses may not offer every MSc/engineering specialization. Ask direct M2/final-year entry after Tunisian cycle d’ingénieur.",
      "tuition_estimate": "Engineering cycle about €12,390–€12,790/year from official EPITA tuition page.",
      "living_budget_month": "€800–€1,100 depending city; Rennes/Strasbourg often cheaper than Lyon.",
      "priority": "Strong academic choice if exact M2 exists outside Paris.",
      "official_url": "https://www.epita.fr/tarifs-et-financement/"
    },
    {
      "rank": 9,
      "school": "ESIEA",
      "outside_paris_campuses": ["Laval", "Agen"],
      "best_cities_for_wajdi": ["Laval", "Agen"],
      "program_fit": "Cybersecurity/software/informatics; cheaper campus options possible.",
      "m2_note": "Ask if the desired advanced cyber/CS program is available on Laval/Agen and if direct M2/final-year entry is accepted.",
      "tuition_estimate": "Laval campus engineering years around €10,700; Paris/Ivry around €11,700 for upper years.",
      "living_budget_month": "€650–€900, much cheaper than Paris.",
      "priority": "Very interesting for budget if program is available outside Paris.",
      "official_url": "https://www.esiea.fr/admissions-programme-ingenieur-cti/"
    },
    {
      "rank": 10,
      "school": "aivancity",
      "outside_paris_campuses": ["Cachan/Paris area mainly; verify other delivery modes"],
      "best_cities_for_wajdi": [],
      "program_fit": "AI/data programs. Not clearly outside Paris in this scan.",
      "m2_note": "Keep as Paris-area/online backup, not a true outside-Paris priority.",
      "tuition_estimate": "Amounts found varied; verify exact MSc.",
      "living_budget_month": "Paris-area budget if on-site.",
      "priority": "Not outside-Paris priority.",
      "official_url": "https://aivancity.ai/international"
    }
  ],
  "recommended_cities": [
    {"city":"Rennes", "why":"Good tech city, cheaper than Paris, campuses from ESGI/Epitech/Sup de Vinci/EPITA depending program.", "living_month":"€750–€1,000"},
    {"city":"Lille", "why":"Strong student city, cheaper than Paris, good access to jobs/Belgium; ESGI/Epitech/Ynov.", "living_month":"€750–€1,000"},
    {"city":"Toulouse", "why":"Strong engineering/aerospace/tech city, good for software/QA; ESGI/Epitech/Ynov/EPITA.", "living_month":"€800–€1,100"},
    {"city":"Nantes", "why":"Good tech ecosystem and student life; ESGI/Epitech/Sup de Vinci/Ynov.", "living_month":"€800–€1,050"},
    {"city":"Lyon", "why":"Very strong tech/job market but more expensive; ESGI/Epitech/Ynov/EPITA.", "living_month":"€900–€1,200"},
    {"city":"Angers", "why":"Cheaper city; ESEO/ESAIP; good for budget if program fits.", "living_month":"€700–€900"},
    {"city":"Rouen/Poitiers", "why":"Cheaper; ESIGELEC campuses; good if program and visa fit.", "living_month":"€700–€950"}
  ],
  "documents_same_as_m2_private_guide": "Use https://chance.wajdi.site/fast/m2-private/ documents checklist: passport, cycle d’ingénieur diploma/transcripts, CV, SOP, recommendations, language proof, funds, Campus France/TLS visa docs.",
  "email_question_extra": "Please confirm the exact campus outside Paris where this program is offered, and whether direct M2/final-year entry is possible on that campus for a Tunisian cycle d’ingénieur graduate."
}