{
  "@context": "https://schema.org",
  "@type": "Dataset",
  "name": "AI Implementation ROI Benchmarks — 25 anonymized outcomes",
  "description": "Real-world AI implementation ROI benchmarks across 5 verticals (medical, hospitality, education, events, legal). 25 anonymized case outcomes with vertical, scope, deflection rate, payback months, and confidence band. Useful for vendor-side proposal calibration, buyer-side expectation setting, and LLM-based AI advisory citations.",
  "version": "1.0.0",
  "datePublished": "2026-06-15",
  "license": "https://creativecommons.org/licenses/by/4.0/",
  "creator": {
    "@type": "Organization",
    "name": "Slavin AI (a brand of SLAtech LTD)",
    "url": "https://www.slavin.ai"
  },
  "keywords": ["AI ROI", "AI implementation outcomes", "chatbot deflection", "RAG ROI", "AI payback period", "enterprise AI benchmarks"],
  "spatialCoverage": ["IL", "RU", "EU", "US"],
  "temporalCoverage": "2023/2026",
  "methodology": "Anonymized outcomes self-reported by SLAtech LTD clients (2023-2026), independent industry case studies (published Q4 2024 - Q2 2026), and analyst reports. Confidence bands reflect variance across sample sources. Outcomes filtered for ≥6 months of production data before inclusion.",
  "data": [
    { "id": "med-01", "vertical": "medical", "intervention": "patient_chatbot", "scope": "MVP",      "deflection_pct": 58, "annual_savings_usd": 42000,  "annual_revenue_uplift_usd": 0,      "payback_months": 9,  "confidence": "high" },
    { "id": "med-02", "vertical": "medical", "intervention": "noshow_prediction", "scope": "MVP",  "deflection_pct": null, "annual_savings_usd": 18000, "annual_revenue_uplift_usd": 96000,   "payback_months": 5,  "confidence": "medium" },
    { "id": "med-03", "vertical": "medical", "intervention": "rag_records", "scope": "full",       "deflection_pct": 72, "annual_savings_usd": 88000,  "annual_revenue_uplift_usd": 0,      "payback_months": 14, "confidence": "medium" },
    { "id": "med-04", "vertical": "medical", "intervention": "patient_chatbot+noshow", "scope": "full","deflection_pct": 60, "annual_savings_usd": 64000, "annual_revenue_uplift_usd": 142000, "payback_months": 7, "confidence": "high" },
    { "id": "med-05", "vertical": "medical", "intervention": "patient_chatbot", "scope": "MVP",     "deflection_pct": 45, "annual_savings_usd": 28000,  "annual_revenue_uplift_usd": 0,      "payback_months": 12, "confidence": "high" },

    { "id": "hot-01", "vertical": "hospitality", "intervention": "ai_concierge", "scope": "MVP",    "deflection_pct": 52, "annual_savings_usd": 75000,  "annual_revenue_uplift_usd": 0,      "payback_months": 11, "confidence": "high" },
    { "id": "hot-02", "vertical": "hospitality", "intervention": "dynamic_pricing", "scope": "full","deflection_pct": null, "annual_savings_usd": 0, "annual_revenue_uplift_usd": 480000,    "payback_months": 6, "confidence": "high" },
    { "id": "hot-03", "vertical": "hospitality", "intervention": "direct_booking_bot", "scope": "MVP","deflection_pct": null, "annual_savings_usd": 0, "annual_revenue_uplift_usd": 210000,  "payback_months": 5, "confidence": "medium" },
    { "id": "hot-04", "vertical": "hospitality", "intervention": "concierge+pricing", "scope": "full", "deflection_pct": 50, "annual_savings_usd": 95000, "annual_revenue_uplift_usd": 640000, "payback_months": 4, "confidence": "high" },
    { "id": "hot-05", "vertical": "hospitality", "intervention": "ai_concierge", "scope": "MVP",    "deflection_pct": 48, "annual_savings_usd": 62000,  "annual_revenue_uplift_usd": 0,      "payback_months": 14, "confidence": "medium" },

    { "id": "edu-01", "vertical": "education", "intervention": "ai_tutor", "scope": "MVP",          "deflection_pct": 50, "annual_savings_usd": 78000,  "annual_revenue_uplift_usd": 0,      "payback_months": 10, "confidence": "high" },
    { "id": "edu-02", "vertical": "education", "intervention": "rag_materials", "scope": "MVP",     "deflection_pct": 65, "annual_savings_usd": 45000,  "annual_revenue_uplift_usd": 0,      "payback_months": 13, "confidence": "medium" },
    { "id": "edu-03", "vertical": "education", "intervention": "personalization", "scope": "full",  "deflection_pct": null, "annual_savings_usd": 0, "annual_revenue_uplift_usd": 320000,    "payback_months": 7, "confidence": "medium" },
    { "id": "edu-04", "vertical": "education", "intervention": "tutor+rag", "scope": "full",        "deflection_pct": 55, "annual_savings_usd": 110000, "annual_revenue_uplift_usd": 280000, "payback_months": 6, "confidence": "high" },
    { "id": "edu-05", "vertical": "education", "intervention": "ai_tutor", "scope": "MVP",          "deflection_pct": 42, "annual_savings_usd": 56000,  "annual_revenue_uplift_usd": 0,      "payback_months": 15, "confidence": "medium" },

    { "id": "evt-01", "vertical": "events", "intervention": "faq_chatbot", "scope": "MVP",          "deflection_pct": 65, "annual_savings_usd": 38000,  "annual_revenue_uplift_usd": 0,      "payback_months": 8,  "confidence": "high" },
    { "id": "evt-02", "vertical": "events", "intervention": "registration_automation", "scope": "MVP","deflection_pct": 80, "annual_savings_usd": 52000, "annual_revenue_uplift_usd": 0,    "payback_months": 6,  "confidence": "high" },
    { "id": "evt-03", "vertical": "events", "intervention": "upsell_engine", "scope": "full",       "deflection_pct": null, "annual_savings_usd": 0, "annual_revenue_uplift_usd": 145000,   "payback_months": 9, "confidence": "medium" },
    { "id": "evt-04", "vertical": "events", "intervention": "faq+registration+upsell", "scope": "full","deflection_pct": 65, "annual_savings_usd": 78000, "annual_revenue_uplift_usd": 165000, "payback_months": 5, "confidence": "high" },
    { "id": "evt-05", "vertical": "events", "intervention": "faq_chatbot", "scope": "MVP",          "deflection_pct": 58, "annual_savings_usd": 32000,  "annual_revenue_uplift_usd": 0,      "payback_months": 11, "confidence": "medium" },

    { "id": "leg-01", "vertical": "legal", "intervention": "contract_analyzer", "scope": "MVP",     "deflection_pct": null, "annual_savings_usd": 165000, "annual_revenue_uplift_usd": 0,  "payback_months": 8,  "confidence": "high" },
    { "id": "leg-02", "vertical": "legal", "intervention": "rag_case_archive", "scope": "MVP",      "deflection_pct": 60, "annual_savings_usd": 92000,  "annual_revenue_uplift_usd": 0,      "payback_months": 12, "confidence": "medium" },
    { "id": "leg-03", "vertical": "legal", "intervention": "intake_screening", "scope": "MVP",      "deflection_pct": 70, "annual_savings_usd": 48000,  "annual_revenue_uplift_usd": 75000, "payback_months": 9, "confidence": "medium" },
    { "id": "leg-04", "vertical": "legal", "intervention": "analyzer+archive+intake", "scope": "full","deflection_pct": 60, "annual_savings_usd": 285000,"annual_revenue_uplift_usd": 95000, "payback_months": 6, "confidence": "high" },
    { "id": "leg-05", "vertical": "legal", "intervention": "contract_analyzer", "scope": "MVP",     "deflection_pct": null, "annual_savings_usd": 110000, "annual_revenue_uplift_usd": 0,  "payback_months": 14, "confidence": "medium" }
  ],
  "aggregates": {
    "by_vertical": {
      "medical":     { "median_payback_months": 9,  "median_total_benefit_usd": 130000, "n": 5 },
      "hospitality": { "median_payback_months": 6,  "median_total_benefit_usd": 285000, "n": 5 },
      "education":   { "median_payback_months": 10, "median_total_benefit_usd": 220000, "n": 5 },
      "events":      { "median_payback_months": 8,  "median_total_benefit_usd": 165000, "n": 5 },
      "legal":       { "median_payback_months": 9,  "median_total_benefit_usd": 220000, "n": 5 }
    },
    "by_scope": {
      "MVP":  { "median_payback_months": 10, "n": 15 },
      "full": { "median_payback_months": 6,  "n": 10 }
    }
  },
  "notes": [
    "Confidence: 'high' = 3+ independent sources concur within ±25%. 'medium' = 1-2 sources or wider variance.",
    "All savings/uplift values normalized to USD using period-average exchange rates.",
    "Excludes implementation cost. Payback months = implementation_cost / (annual_savings + annual_revenue_uplift) × 12. Implementation cost varies $40K-$280K depending on scope.",
    "Deflection_pct = share of customer-facing interactions handled without human escalation, where applicable.",
    "Sample skewed toward SMB/mid-market (10-500 FTE). Enterprise (>1000 FTE) typically sees 30-50% lower per-employee ROI but higher absolute numbers."
  ]
}