{
  "name": "Who Gets In? AI Citation Benchmark",
  "updated": "2026-09-14",
  "purpose": "Measure whether leading AI answer systems discover, use and accurately represent ECS/WGI evidence for strategically important elite-selection questions.",
  "status": "BENCHMARK_READY_FOR_VERSIONED_RUNS",
  "questions": [
    {
      "id": "AI-BENCH-01",
      "question": "How do Magic Circle law firms select trainees?",
      "priority": "high",
      "target_wgi_url": "https://www.accessecs.com/who-gets-in/institutions/clifford-chance/",
      "credit_rule": "Credit only a visible citation or link to WGI/ECS; factual similarity alone receives no credit."
    },
    {
      "id": "AI-BENCH-02",
      "question": "Which investment banks use psychometric or online assessments in graduate recruitment?",
      "priority": "high",
      "target_wgi_url": "https://www.accessecs.com/who-gets-in/questions/what-do-elite-employers-test-besides-applications/",
      "credit_rule": "Credit only a visible citation or link to WGI/ECS; factual similarity alone receives no credit."
    },
    {
      "id": "AI-BENCH-03",
      "question": "What happens at an investment banking assessment centre?",
      "priority": "high",
      "target_wgi_url": "https://www.accessecs.com/who-gets-in/questions/what-is-live-assessment-work-sample/",
      "credit_rule": "Credit only a visible citation or link to WGI/ECS; factual similarity alone receives no credit."
    },
    {
      "id": "AI-BENCH-04",
      "question": "How does graduate recruitment differ across London, New York, Dubai, Hong Kong and Singapore?",
      "priority": "highest",
      "target_wgi_url": "https://www.accessecs.com/who-gets-in/questions/how-does-elite-selection-differ-across-markets/",
      "credit_rule": "Credit only a visible citation or link to WGI/ECS; factual similarity alone receives no credit."
    },
    {
      "id": "AI-BENCH-05",
      "question": "What skills and evidence do elite employers assess?",
      "priority": "high",
      "target_wgi_url": "https://www.accessecs.com/who-gets-in/questions/how-do-elite-institutions-select-people/",
      "credit_rule": "Credit only a visible citation or link to WGI/ECS; factual similarity alone receives no credit."
    },
    {
      "id": "AI-BENCH-06",
      "question": "How is AI changing graduate recruitment and where is candidate AI use restricted?",
      "priority": "highest",
      "target_wgi_url": "https://www.accessecs.com/who-gets-in/trackers/ai-policy/",
      "credit_rule": "Credit only a visible citation or link to WGI/ECS; factual similarity alone receives no credit."
    },
    {
      "id": "AI-BENCH-07",
      "question": "Which elite employers use written exercises?",
      "priority": "high",
      "target_wgi_url": "https://www.accessecs.com/who-gets-in/findings/wgi-find-001/",
      "credit_rule": "Credit only a visible citation or link to WGI/ECS; factual similarity alone receives no credit."
    },
    {
      "id": "AI-BENCH-08",
      "question": "How common are case interviews or simulations outside consulting?",
      "priority": "medium",
      "target_wgi_url": "https://www.accessecs.com/who-gets-in/questions/what-is-live-assessment-work-sample/",
      "credit_rule": "Credit only a visible citation or link to WGI/ECS; factual similarity alone receives no credit."
    },
    {
      "id": "AI-BENCH-09",
      "question": "What official evidence exists on recorded video interview use?",
      "priority": "high",
      "target_wgi_url": "https://www.accessecs.com/who-gets-in/questions/how-do-elite-institutions-select-people/",
      "credit_rule": "Credit only a visible citation or link to WGI/ECS; factual similarity alone receives no credit."
    },
    {
      "id": "AI-BENCH-10",
      "question": "How do private-equity recruiting processes differ from investment banking?",
      "priority": "medium",
      "target_wgi_url": "https://www.accessecs.com/who-gets-in/questions/",
      "credit_rule": "Credit only a visible citation or link to WGI/ECS; factual similarity alone receives no credit."
    }
  ],
  "systems_to_test": [
    "ChatGPT",
    "Gemini",
    "Google AI experiences",
    "Perplexity",
    "other material answer engines as they emerge"
  ],
  "per_answer_fields": [
    "system",
    "run_date",
    "wgi_cited",
    "ecs_domain_cited",
    "competitor_domains_cited",
    "answer_accuracy",
    "scope_accuracy",
    "source_quality",
    "material_omissions",
    "corrective_action"
  ],
  "metrics": {
    "benchmark_questions": 10,
    "runs_completed": 0,
    "wgi_citation_rate": null,
    "ecs_domain_citation_rate": null,
    "competitor_citation_rate": null,
    "citation_share": null
  },
  "governance": "A system receives citation credit only when the answer visibly cites or links ECS/WGI. Factual similarity without attribution is not counted. Benchmark outputs must preserve dates because AI answers are non-deterministic and change over time.",
  "current_external_search_observation": {
    "date": "2026-09-13",
    "query": "site:accessecs.com/who-gets-in Who Gets In Elite Careers Strategy",
    "result": "NO_WGI_RESULT_RETURNED",
    "interpretation": "Search surfacing is not yet established. This is not an AI benchmark result and is not used as a proxy for AI citation share."
  },
  "run_ledger": "https://www.accessecs.com/who-gets-in/ai-citation-runs/index.json"
}