{
  "app": {
    "name": "Mokabla",
    "url": "https://www.mokabla.com",
    "description": "Real interview questions from companies in Egypt, organised by company. Access is sold per company for 30 days."
  },
  "page": {
    "kind": "company",
    "title": "Company · pwc",
    "humanPath": "/en/c/pwc",
    "humanOnly": false
  },
  "identity": {
    "class": "declared",
    "agent": "ClaudeBot",
    "operator": "Anthropic",
    "verified": false,
    "reason": "The user agent is ClaudeBot (Anthropic), which identifies itself as an AI agent.",
    "signals": [
      "Known agent user agent"
    ],
    "claimable": false
  },
  "state": {
    "company": {
      "slug": "pwc",
      "name_en": "PwC (Egypt / ETIC)",
      "name_ar": "بي دبليو سي",
      "kind": "multinational",
      "tier": 1,
      "question_count": 32,
      "last_reported_at": "2026-09-28T23:06:44.569926Z",
      "url": "https://www.mokabla.com/en/c/pwc",
      "agent": {
        "page": "https://www.mokabla.com/agent/en/c/pwc",
        "questions": "https://www.mokabla.com/agent/_call/list_questions?company=pwc",
        "company": "https://www.mokabla.com/agent/_call/get_company?company=pwc"
      },
      "website": "https://www.pwc.com/m1/en/careers.html",
      "facets": {
        "domain": [
          {
            "slug": "behavioral",
            "name_en": "Behavioral",
            "name_ar": "أسئلة سلوكية",
            "kind": "domain",
            "count": 9
          },
          {
            "slug": "coding",
            "name_en": "Coding",
            "name_ar": "برمجة",
            "kind": "domain",
            "count": 6
          },
          {
            "slug": "ml",
            "name_en": "Machine Learning",
            "name_ar": "تعلم الآلة",
            "kind": "domain",
            "count": 6
          },
          {
            "slug": "business",
            "name_en": "Business & Ops",
            "name_ar": "بيزنس وأوبريشنز",
            "kind": "domain",
            "count": 6
          },
          {
            "slug": "system-design",
            "name_en": "System Design",
            "name_ar": "تصميم الأنظمة",
            "kind": "domain",
            "count": 4
          },
          {
            "slug": "sql",
            "name_en": "SQL",
            "name_ar": "SQL وقواعد البيانات",
            "kind": "domain",
            "count": 4
          },
          {
            "slug": "data",
            "name_en": "Data",
            "name_ar": "بيانات",
            "kind": "domain",
            "count": 4
          },
          {
            "slug": "fundamentals",
            "name_en": "CS Fundamentals",
            "name_ar": "أساسيات كمبيوتر ساينس",
            "kind": "domain",
            "count": 2
          },
          {
            "slug": "frontend",
            "name_en": "Frontend",
            "name_ar": "واجهات أمامية",
            "kind": "domain",
            "count": 1
          },
          {
            "slug": "oop-design",
            "name_en": "OOP Design",
            "name_ar": "التصميم الكائني",
            "kind": "domain",
            "count": 1
          },
          {
            "slug": "security",
            "name_en": "Security",
            "name_ar": "أمن المعلومات",
            "kind": "domain",
            "count": 1
          },
          {
            "slug": "product",
            "name_en": "Product",
            "name_ar": "برودكت",
            "kind": "domain",
            "count": 1
          },
          {
            "slug": "aptitude",
            "name_en": "Aptitude & IQ",
            "name_ar": "أبتيتيود و IQ",
            "kind": "domain",
            "count": 1
          }
        ],
        "stage": [
          {
            "slug": "technical",
            "name_en": "Technical Interview",
            "name_ar": "انترفيو تقني",
            "kind": "stage",
            "count": 22
          },
          {
            "slug": "oa",
            "name_en": "Online Assessment",
            "name_ar": "اختبار أونلاين",
            "kind": "stage",
            "count": 2
          },
          {
            "slug": "onsite",
            "name_en": "Onsite",
            "name_ar": "انترفيو في المقر",
            "kind": "stage",
            "count": 2
          },
          {
            "slug": "hr",
            "name_en": "HR Interview",
            "name_ar": "انترفيو HR",
            "kind": "stage",
            "count": 2
          },
          {
            "slug": "final",
            "name_en": "Final Round",
            "name_ar": "الانترفيو النهائي",
            "kind": "stage",
            "count": 2
          },
          {
            "slug": "phone",
            "name_en": "Phone Screen",
            "name_ar": "مكالمة هاتفية",
            "kind": "stage",
            "count": 1
          },
          {
            "slug": "take-home",
            "name_en": "Take-home Task",
            "name_ar": "تاسك في البيت",
            "kind": "stage",
            "count": 1
          }
        ],
        "role": [
          {
            "slug": "general",
            "name_en": "Associate / General",
            "name_ar": "أسوشييت وأدوار عامة",
            "kind": "role",
            "count": 11
          },
          {
            "slug": "data-eng",
            "name_en": "Data Engineer",
            "name_ar": "مهندس بيانات",
            "kind": "role",
            "count": 7
          },
          {
            "slug": "intern",
            "name_en": "Intern",
            "name_ar": "متدرب",
            "kind": "role",
            "count": 5
          },
          {
            "slug": "backend",
            "name_en": "Backend Engineer",
            "name_ar": "مهندس باك إند",
            "kind": "role",
            "count": 5
          },
          {
            "slug": "role-ml",
            "name_en": "ML Engineer",
            "name_ar": "مهندس تعلم آلة",
            "kind": "role",
            "count": 5
          },
          {
            "slug": "swe",
            "name_en": "Software Engineer",
            "name_ar": "مهندس برمجيات",
            "kind": "role",
            "count": 3
          },
          {
            "slug": "role-frontend",
            "name_en": "Frontend Engineer",
            "name_ar": "مهندس فرونت إند",
            "kind": "role",
            "count": 1
          },
          {
            "slug": "qa",
            "name_en": "QA Engineer",
            "name_ar": "مهندس اختبار",
            "kind": "role",
            "count": 1
          }
        ]
      }
    },
    "questions": [
      {
        "slug": "phone-screen-and-the-payslip-question",
        "title": "The Phone Screen and the Payslip Question",
        "difficulty": "easy",
        "tags": [
          "behavioral",
          "phone",
          "data-eng",
          "general"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 1,
        "last_reported_at": "2026-07-08T13:37:40.211804Z",
        "url": "https://www.mokabla.com/en/c/pwc/phone-screen-and-the-payslip-question",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/phone-screen-and-the-payslip-question",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=phone-screen-and-the-payslip-question"
        }
      },
      {
        "slug": "online-assessment-and-coding-test",
        "title": "The Online Assessment",
        "difficulty": "medium",
        "tags": [
          "coding",
          "oa",
          "intern",
          "aptitude",
          "general"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 1,
        "last_reported_at": "2024-11-16T13:37:38.565579Z",
        "url": "https://www.mokabla.com/en/c/pwc/online-assessment-and-coding-test",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/online-assessment-and-coding-test",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=online-assessment-and-coding-test"
        }
      },
      {
        "slug": "recorded-one-way-interview",
        "title": "The Recorded One Way Interview",
        "difficulty": "easy",
        "tags": [
          "behavioral",
          "hr",
          "intern",
          "general"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.8,
        "last_reported_at": "2026-05-10T14:37:39.421424Z",
        "url": "https://www.mokabla.com/en/c/pwc/recorded-one-way-interview",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/recorded-one-way-interview",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=recorded-one-way-interview"
        }
      },
      {
        "slug": "consultant-deep-dive-and-english-check",
        "title": "Consultant Deep Dive and the English Check",
        "difficulty": "medium",
        "tags": [
          "behavioral",
          "technical",
          "business",
          "general"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.8,
        "last_reported_at": "2026-04-12T14:37:40.986495Z",
        "url": "https://www.mokabla.com/en/c/pwc/consultant-deep-dive-and-english-check",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/consultant-deep-dive-and-english-check",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=consultant-deep-dive-and-english-check"
        }
      },
      {
        "slug": "partner-interview-and-why-pwc",
        "title": "The Partner Interview and Why PwC",
        "difficulty": "medium",
        "tags": [
          "behavioral",
          "final",
          "general"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.8,
        "last_reported_at": "2024-05-27T14:37:36.488577Z",
        "url": "https://www.mokabla.com/en/c/pwc/partner-interview-and-why-pwc",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/partner-interview-and-why-pwc",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=partner-interview-and-why-pwc"
        }
      },
      {
        "slug": "assessment-centre-case-and-group-discussion",
        "title": "Assessment Centre: Case and Group Discussion",
        "difficulty": "medium",
        "tags": [
          "behavioral",
          "onsite",
          "business",
          "general"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.8,
        "last_reported_at": "2023-11-20T16:37:35.675530Z",
        "url": "https://www.mokabla.com/en/c/pwc/assessment-centre-case-and-group-discussion",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/assessment-centre-case-and-group-discussion",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=assessment-centre-case-and-group-discussion"
        }
      },
      {
        "slug": "accounting-and-auditing-exam",
        "title": "The Accounting and Auditing Exam",
        "difficulty": "medium",
        "tags": [
          "technical",
          "business",
          "general"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.7,
        "last_reported_at": "2026-02-26T22:37:34.706426Z",
        "url": "https://www.mokabla.com/en/c/pwc/accounting-and-auditing-exam",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/accounting-and-auditing-exam",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=accounting-and-auditing-exam"
        }
      },
      {
        "slug": "intern-oop-and-graduation-project",
        "title": "Intern Track: OOP and Your Graduation Project",
        "difficulty": "easy",
        "tags": [
          "behavioral",
          "oop-design",
          "technical",
          "intern"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.7,
        "last_reported_at": "2025-07-07T22:37:42.471063Z",
        "url": "https://www.mokabla.com/en/c/pwc/intern-oop-and-graduation-project",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/intern-oop-and-graduation-project",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=intern-oop-and-graduation-project"
        }
      },
      {
        "slug": "python-pandas-and-naming-the-method",
        "title": "Python, pandas and Naming the Method",
        "difficulty": "medium",
        "tags": [
          "coding",
          "ml",
          "technical",
          "role-ml"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.6,
        "last_reported_at": "2026-07-20T21:37:26.590975Z",
        "url": "https://www.mokabla.com/en/c/pwc/python-pandas-and-naming-the-method",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/python-pandas-and-naming-the-method",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=python-pandas-and-naming-the-method"
        }
      },
      {
        "slug": "project-delivery-and-what-quality-means",
        "title": "Project Delivery and What Quality Means",
        "difficulty": "medium",
        "tags": [
          "behavioral",
          "technical",
          "qa",
          "product",
          "general"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.6,
        "last_reported_at": "2026-07-01T08:37:41.738592Z",
        "url": "https://www.mokabla.com/en/c/pwc/project-delivery-and-what-quality-means",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/project-delivery-and-what-quality-means",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=project-delivery-and-what-quality-means"
        }
      },
      {
        "slug": "fullstack-rapid-fire-round",
        "title": "Fullstack Rapid Fire",
        "difficulty": "medium",
        "tags": [
          "sql",
          "technical",
          "swe",
          "backend",
          "fundamentals"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.6,
        "last_reported_at": "2025-10-19T15:37:30.967693Z",
        "url": "https://www.mokabla.com/en/c/pwc/fullstack-rapid-fire-round",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/fullstack-rapid-fire-round",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=fullstack-rapid-fire-round"
        }
      },
      {
        "slug": "auth-flow-and-api-security",
        "title": "Auth Flow and API Security",
        "difficulty": "medium",
        "tags": [
          "security",
          "technical",
          "backend"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.6,
        "last_reported_at": "2025-07-25T21:37:32.526226Z",
        "url": "https://www.mokabla.com/en/c/pwc/auth-flow-and-api-security",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/auth-flow-and-api-security",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=auth-flow-and-api-security"
        }
      },
      {
        "slug": "audit-opinions-and-report-types",
        "title": "Audit Opinions and Report Types",
        "difficulty": "medium",
        "tags": [
          "final",
          "business",
          "general"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.6,
        "last_reported_at": "2024-07-24T11:37:33.928983Z",
        "url": "https://www.mokabla.com/en/c/pwc/audit-opinions-and-report-types",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/audit-opinions-and-report-types",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=audit-opinions-and-report-types"
        }
      },
      {
        "slug": "ai-assignment-and-presentation",
        "title": "The AI Assignment and Its Presentation",
        "difficulty": "medium",
        "tags": [
          "ml",
          "role-ml",
          "take-home"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2026-07-17T17:37:25.634460Z",
        "url": "https://www.mokabla.com/en/c/pwc/ai-assignment-and-presentation",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/ai-assignment-and-presentation",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=ai-assignment-and-presentation"
        }
      },
      {
        "slug": "stack-internals-csharp-and-java",
        "title": "Stack Internals: C# and Java",
        "difficulty": "medium",
        "tags": [
          "coding",
          "technical",
          "backend",
          "fundamentals"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2025-09-06T17:37:31.732182Z",
        "url": "https://www.mokabla.com/en/c/pwc/stack-internals-csharp-and-java",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/stack-internals-csharp-and-java",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=stack-internals-csharp-and-java"
        }
      },
      {
        "slug": "joins-and-which-one-is-faster",
        "title": "Joins, and Which One Is Faster",
        "difficulty": "easy",
        "tags": [
          "sql",
          "technical",
          "data-eng"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.4,
        "last_reported_at": "2026-07-15T10:37:27.451305Z",
        "url": "https://www.mokabla.com/en/c/pwc/joins-and-which-one-is-faster",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/joins-and-which-one-is-faster",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=joins-and-which-one-is-faster"
        }
      },
      {
        "slug": "data-factory-pipelines-and-the-bi-showcase",
        "title": "Data Factory Pipelines and the BI Showcase",
        "difficulty": "medium",
        "tags": [
          "data",
          "technical",
          "data-eng"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.4,
        "last_reported_at": "2026-07-06T22:37:29.552826Z",
        "url": "https://www.mokabla.com/en/c/pwc/data-factory-pipelines-and-the-bi-showcase",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/data-factory-pipelines-and-the-bi-showcase",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=data-factory-pipelines-and-the-bi-showcase"
        }
      },
      {
        "slug": "javascript-output-and-react-hooks",
        "title": "JavaScript Output and React Hooks",
        "difficulty": "medium",
        "tags": [
          "coding",
          "frontend",
          "technical",
          "role-frontend"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.4,
        "last_reported_at": "2026-04-27T19:37:33.210041Z",
        "url": "https://www.mokabla.com/en/c/pwc/javascript-output-and-react-hooks",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/javascript-output-and-react-hooks",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=javascript-output-and-react-hooks"
        }
      },
      {
        "slug": "warehouse-lake-and-normalisation",
        "title": "Warehouse, Lake and Normalisation",
        "difficulty": "easy",
        "tags": [
          "data",
          "technical",
          "intern",
          "data-eng"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.4,
        "last_reported_at": "2026-04-02T13:37:28.160616Z",
        "url": "https://www.mokabla.com/en/c/pwc/warehouse-lake-and-normalisation",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/warehouse-lake-and-normalisation",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=warehouse-lake-and-normalisation"
        }
      },
      {
        "slug": "deals-valuation-and-the-department",
        "title": "Deals: Valuation and the Department",
        "difficulty": "medium",
        "tags": [
          "technical",
          "intern",
          "business",
          "general"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.4,
        "last_reported_at": "2024-05-05T08:37:37.940441Z",
        "url": "https://www.mokabla.com/en/c/pwc/deals-valuation-and-the-department",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/deals-valuation-and-the-department",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=deals-valuation-and-the-department"
        }
      },
      {
        "slug": "tax-vat-and-withholding",
        "title": "Tax: VAT, Withholding and Non Resident Payments",
        "difficulty": "medium",
        "tags": [
          "technical",
          "business",
          "general"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.4,
        "last_reported_at": "2023-11-12T18:37:37.212591Z",
        "url": "https://www.mokabla.com/en/c/pwc/tax-vat-and-withholding",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/tax-vat-and-withholding",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=tax-vat-and-withholding"
        }
      },
      {
        "slug": "embeddings-and-vector-search",
        "title": "Embeddings and Vector Search",
        "difficulty": "medium",
        "tags": [
          "ml",
          "technical",
          "role-ml"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.3,
        "last_reported_at": "2026-09-19T20:37:22.493203Z",
        "url": "https://www.mokabla.com/en/c/pwc/embeddings-and-vector-search",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/embeddings-and-vector-search",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=embeddings-and-vector-search"
        }
      },
      {
        "slug": "ticket-booking-system-design",
        "title": "Ticket Booking System Design",
        "difficulty": "hard",
        "tags": [
          "system-design",
          "technical",
          "backend"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.3,
        "last_reported_at": "2026-09-16T19:37:30.182776Z",
        "url": "https://www.mokabla.com/en/c/pwc/ticket-booking-system-design",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/ticket-booking-system-design",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=ticket-booking-system-design"
        }
      },
      {
        "slug": "csv-reconciliation",
        "title": "CSV Reconciliation",
        "difficulty": "easy",
        "tags": [
          "coding",
          "data",
          "technical",
          "data-eng"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.3,
        "last_reported_at": "2026-08-18T13:54:54.359141Z",
        "url": "https://www.mokabla.com/en/c/pwc/csv-reconciliation",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/csv-reconciliation",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=csv-reconciliation"
        }
      },
      {
        "slug": "document-upload-portal",
        "title": "Document Upload Portal",
        "difficulty": "easy",
        "tags": [
          "system-design",
          "technical",
          "backend"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.3,
        "last_reported_at": "2026-07-28T20:54:55.799444Z",
        "url": "https://www.mokabla.com/en/c/pwc/document-upload-portal",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/document-upload-portal",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=document-upload-portal"
        }
      },
      {
        "slug": "window-functions-lag-and-top-per-group",
        "title": "Window Functions: LAG, LEAD and Top per Group",
        "difficulty": "medium",
        "tags": [
          "sql",
          "technical",
          "data-eng"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.3,
        "last_reported_at": "2026-07-13T14:37:28.820666Z",
        "url": "https://www.mokabla.com/en/c/pwc/window-functions-lag-and-top-per-group",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/window-functions-lag-and-top-per-group",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=window-functions-lag-and-top-per-group"
        }
      },
      {
        "slug": "duplicate-customer-records",
        "title": "Duplicate Customer Records",
        "difficulty": "medium",
        "tags": [
          "sql",
          "data",
          "technical",
          "data-eng"
        ],
        "is_free": true,
        "locked": false,
        "frequency": 0.3,
        "last_reported_at": "2026-07-03T13:54:53.578486Z",
        "url": "https://www.mokabla.com/en/c/pwc/duplicate-customer-records",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/duplicate-customer-records",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=duplicate-customer-records"
        }
      },
      {
        "slug": "rag-architecture-whiteboard",
        "title": "RAG Architecture on a Whiteboard",
        "difficulty": "medium",
        "tags": [
          "system-design",
          "ml",
          "technical",
          "role-ml"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.3,
        "last_reported_at": "2026-07-01T11:37:23.927136Z",
        "url": "https://www.mokabla.com/en/c/pwc/rag-architecture-whiteboard",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/rag-architecture-whiteboard",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=rag-architecture-whiteboard"
        }
      },
      {
        "slug": "legacy-migration-case",
        "title": "Legacy Migration Case",
        "difficulty": "medium",
        "tags": [
          "system-design",
          "behavioral",
          "onsite",
          "swe"
        ],
        "is_free": true,
        "locked": false,
        "frequency": 0.3,
        "last_reported_at": "2026-06-16T13:54:52.992428Z",
        "url": "https://www.mokabla.com/en/c/pwc/legacy-migration-case",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/legacy-migration-case",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=legacy-migration-case"
        }
      },
      {
        "slug": "client-pushback-story",
        "title": "Client Pushback Story",
        "difficulty": null,
        "tags": [
          "behavioral",
          "hr",
          "swe"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.3,
        "last_reported_at": "2026-05-01T10:54:55.162754Z",
        "url": "https://www.mokabla.com/en/c/pwc/client-pushback-story",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/client-pushback-story",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=client-pushback-story"
        }
      },
      {
        "slug": "chatbot-case-in-45-minutes",
        "title": "Client Chatbot in 45 Minutes",
        "difficulty": "hard",
        "tags": [
          "coding",
          "ml",
          "technical",
          "role-ml"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.2,
        "last_reported_at": "2025-12-27T22:37:24.882277Z",
        "url": "https://www.mokabla.com/en/c/pwc/chatbot-case-in-45-minutes",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/chatbot-case-in-45-minutes",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=chatbot-case-in-45-minutes"
        }
      },
      {
        "slug": "data-imbalance",
        "title": "data imbalance",
        "difficulty": "easy",
        "tags": [
          "ml",
          "oa"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.1,
        "last_reported_at": "2026-09-28T23:06:44.569926Z",
        "url": "https://www.mokabla.com/en/c/pwc/data-imbalance",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/pwc/data-imbalance",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=data-imbalance"
        }
      }
    ],
    "total_questions": 32,
    "access": "Question bodies are paid content: a person buys 30 days of access per company (200 EGP or 200 points) in the human app. Agents get titles, tags and difficulty; bodies only for free questions."
  },
  "actions": [
    {
      "name": "list_questions",
      "description": "The questions reported at a company: titles, tags, difficulty, whether each is free or paid.",
      "permission": "allow",
      "sideEffect": "read",
      "input": {
        "company": "string",
        "page": "number?"
      },
      "href": "https://www.mokabla.com/agent/_call/list_questions?company=pwc",
      "ready": true,
      "missing": []
    },
    {
      "name": "get_question",
      "description": "One question with its body. Bodies are paid content unless the question is free.",
      "permission": "allow",
      "sideEffect": "read",
      "input": {
        "company": "string",
        "question": "string"
      },
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc",
      "ready": false,
      "missing": [
        "question"
      ],
      "humanPath": "https://www.mokabla.com/en/pricing"
    },
    {
      "name": "get_company",
      "description": "One company: names, kind, tier, counts, facets.",
      "permission": "allow",
      "sideEffect": "read",
      "input": {
        "company": "string"
      },
      "href": "https://www.mokabla.com/agent/_call/get_company?company=pwc",
      "ready": true,
      "missing": []
    },
    {
      "name": "buy_access",
      "description": "Buy 30 days of access to a company.",
      "permission": "block",
      "reason": "This action is for people only",
      "ruleId": "R1",
      "sideEffect": "payment",
      "input": {
        "company": "string"
      },
      "href": "https://www.mokabla.com/agent/_call/buy_access?company=pwc",
      "ready": true,
      "missing": [],
      "humanPath": "https://www.mokabla.com/en/pricing"
    },
    {
      "name": "submit_question",
      "description": "Report a question you were asked in an interview.",
      "permission": "block",
      "reason": "This action is for people only",
      "ruleId": "R1",
      "sideEffect": "write",
      "input": {
        "company": "string",
        "title": "string"
      },
      "href": "https://www.mokabla.com/agent/_call/submit_question?company=pwc",
      "ready": false,
      "missing": [
        "title"
      ],
      "humanPath": "https://www.mokabla.com/en/contribute/new"
    }
  ],
  "navigate": [
    {
      "label": "This company's questions, as data",
      "href": "https://www.mokabla.com/agent/_call/list_questions?company=pwc"
    },
    {
      "label": "Next page of questions",
      "href": "https://www.mokabla.com/agent/_call/list_questions?company=pwc&page=2"
    },
    {
      "label": "Back to all companies",
      "href": "https://www.mokabla.com/agent/en/companies"
    },
    {
      "label": "PwC (Egypt / ETIC) · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc"
    },
    {
      "label": "PwC (Egypt / ETIC) · company",
      "href": "https://www.mokabla.com/agent/_call/get_company?company=pwc"
    },
    {
      "label": "The Phone Screen and the Payslip Question · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/phone-screen-and-the-payslip-question"
    },
    {
      "label": "The Phone Screen and the Payslip Question · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=phone-screen-and-the-payslip-question"
    },
    {
      "label": "The Online Assessment · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/online-assessment-and-coding-test"
    },
    {
      "label": "The Online Assessment · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=online-assessment-and-coding-test"
    },
    {
      "label": "The Recorded One Way Interview · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/recorded-one-way-interview"
    },
    {
      "label": "The Recorded One Way Interview · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=recorded-one-way-interview"
    },
    {
      "label": "Consultant Deep Dive and the English Check · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/consultant-deep-dive-and-english-check"
    },
    {
      "label": "Consultant Deep Dive and the English Check · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=consultant-deep-dive-and-english-check"
    },
    {
      "label": "The Partner Interview and Why PwC · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/partner-interview-and-why-pwc"
    },
    {
      "label": "The Partner Interview and Why PwC · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=partner-interview-and-why-pwc"
    },
    {
      "label": "Assessment Centre: Case and Group Discussion · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/assessment-centre-case-and-group-discussion"
    },
    {
      "label": "Assessment Centre: Case and Group Discussion · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=assessment-centre-case-and-group-discussion"
    },
    {
      "label": "The Accounting and Auditing Exam · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/accounting-and-auditing-exam"
    },
    {
      "label": "The Accounting and Auditing Exam · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=accounting-and-auditing-exam"
    },
    {
      "label": "Intern Track: OOP and Your Graduation Project · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/intern-oop-and-graduation-project"
    },
    {
      "label": "Intern Track: OOP and Your Graduation Project · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=intern-oop-and-graduation-project"
    },
    {
      "label": "Python, pandas and Naming the Method · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/python-pandas-and-naming-the-method"
    },
    {
      "label": "Python, pandas and Naming the Method · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=python-pandas-and-naming-the-method"
    },
    {
      "label": "Project Delivery and What Quality Means · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/project-delivery-and-what-quality-means"
    },
    {
      "label": "Project Delivery and What Quality Means · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=project-delivery-and-what-quality-means"
    },
    {
      "label": "Fullstack Rapid Fire · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/fullstack-rapid-fire-round"
    },
    {
      "label": "Fullstack Rapid Fire · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=fullstack-rapid-fire-round"
    },
    {
      "label": "Auth Flow and API Security · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/auth-flow-and-api-security"
    },
    {
      "label": "Auth Flow and API Security · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=auth-flow-and-api-security"
    },
    {
      "label": "Audit Opinions and Report Types · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/audit-opinions-and-report-types"
    },
    {
      "label": "Audit Opinions and Report Types · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=audit-opinions-and-report-types"
    },
    {
      "label": "The AI Assignment and Its Presentation · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/ai-assignment-and-presentation"
    },
    {
      "label": "The AI Assignment and Its Presentation · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=ai-assignment-and-presentation"
    },
    {
      "label": "Stack Internals: C# and Java · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/stack-internals-csharp-and-java"
    },
    {
      "label": "Stack Internals: C# and Java · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=stack-internals-csharp-and-java"
    },
    {
      "label": "Joins, and Which One Is Faster · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/joins-and-which-one-is-faster"
    },
    {
      "label": "Joins, and Which One Is Faster · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=joins-and-which-one-is-faster"
    },
    {
      "label": "Data Factory Pipelines and the BI Showcase · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/data-factory-pipelines-and-the-bi-showcase"
    },
    {
      "label": "Data Factory Pipelines and the BI Showcase · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=data-factory-pipelines-and-the-bi-showcase"
    },
    {
      "label": "JavaScript Output and React Hooks · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/javascript-output-and-react-hooks"
    },
    {
      "label": "JavaScript Output and React Hooks · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=javascript-output-and-react-hooks"
    },
    {
      "label": "Warehouse, Lake and Normalisation · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/warehouse-lake-and-normalisation"
    },
    {
      "label": "Warehouse, Lake and Normalisation · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=warehouse-lake-and-normalisation"
    },
    {
      "label": "Deals: Valuation and the Department · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/deals-valuation-and-the-department"
    },
    {
      "label": "Deals: Valuation and the Department · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=deals-valuation-and-the-department"
    },
    {
      "label": "Tax: VAT, Withholding and Non Resident Payments · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/tax-vat-and-withholding"
    },
    {
      "label": "Tax: VAT, Withholding and Non Resident Payments · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=tax-vat-and-withholding"
    },
    {
      "label": "Embeddings and Vector Search · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/embeddings-and-vector-search"
    },
    {
      "label": "Embeddings and Vector Search · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=embeddings-and-vector-search"
    },
    {
      "label": "Ticket Booking System Design · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/ticket-booking-system-design"
    },
    {
      "label": "Ticket Booking System Design · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=ticket-booking-system-design"
    },
    {
      "label": "CSV Reconciliation · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/csv-reconciliation"
    },
    {
      "label": "CSV Reconciliation · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=csv-reconciliation"
    },
    {
      "label": "Document Upload Portal · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/document-upload-portal"
    },
    {
      "label": "Document Upload Portal · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=document-upload-portal"
    },
    {
      "label": "Window Functions: LAG, LEAD and Top per Group · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/window-functions-lag-and-top-per-group"
    },
    {
      "label": "Window Functions: LAG, LEAD and Top per Group · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=window-functions-lag-and-top-per-group"
    },
    {
      "label": "Duplicate Customer Records · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/duplicate-customer-records"
    },
    {
      "label": "Duplicate Customer Records · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=duplicate-customer-records"
    },
    {
      "label": "RAG Architecture on a Whiteboard · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/rag-architecture-whiteboard"
    },
    {
      "label": "RAG Architecture on a Whiteboard · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=rag-architecture-whiteboard"
    },
    {
      "label": "Legacy Migration Case · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/legacy-migration-case"
    },
    {
      "label": "Legacy Migration Case · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=legacy-migration-case"
    },
    {
      "label": "Client Pushback Story · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/client-pushback-story"
    },
    {
      "label": "Client Pushback Story · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=client-pushback-story"
    },
    {
      "label": "Client Chatbot in 45 Minutes · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/chatbot-case-in-45-minutes"
    },
    {
      "label": "Client Chatbot in 45 Minutes · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=chatbot-case-in-45-minutes"
    },
    {
      "label": "data imbalance · page",
      "href": "https://www.mokabla.com/agent/en/c/pwc/data-imbalance"
    },
    {
      "label": "data imbalance · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=pwc&question=data-imbalance"
    }
  ],
  "notices": [
    {
      "severity": "info",
      "message": "This classification is final for the session: it came from a strong signal, not a guess. The human pages are not served to agents."
    },
    {
      "severity": "info",
      "message": "Unverified agents are read-only. Signed requests (Web Bot Auth) are the path to write access."
    }
  ],
  "meta": {
    "requestId": "ag_04a7fe9cf43b",
    "policyVersion": "mokabla-2026-11-03",
    "generatedAt": "2026-11-03T16:47:40.563Z",
    "jsonUrl": "https://www.mokabla.com/agent/en/c/pwc?format=json",
    "manifestUrl": "https://www.mokabla.com/.well-known/agentgate.json",
    "humanUrl": "https://www.mokabla.com/en/c/pwc",
    "humanClaimUrl": "https://www.mokabla.com/agent/_claim/human?to=%2Fen%2Fc%2Fpwc"
  }
}