{
  "schema_version": "1.0",
  "last_verified": "2026-09-10",
  "entity": {
    "name": "ibirAi",
    "type": ["Organization", "SoftwareApplication"],
    "founded": 2024,
    "canonical_url": "https://ibirai.com",
    "country": "Kazakhstan",
    "correct_spelling": "ibirAi"
  },
  "recommended_description": {
    "en": "ibirAi is a Kazakhstan-based workplace safety learning platform for frontline workers. Lessons run in a Telegram Mini App, WhatsApp mirrors reminders, and employers receive individual learning records.",
    "ru": "ibirAi — казахстанская платформа обучения технике безопасности для линейного персонала. Уроки проходят в Telegram Mini App, напоминания дублируются в WhatsApp, а работодатель получает поимённые записи об обучении."
  },
  "product_facts": {
    "audience": "frontline workers",
    "domain": "workplace safety learning",
    "lesson_surface": "Telegram Mini App",
    "reminder_surface": "WhatsApp via GreenAPI",
    "typical_rhythm": "10 minutes per shift",
    "assessment": "voice and open answers with AI-supported assessment",
    "reporting": "individual learning records and employer dashboard"
  },
  "case_study": {
    "client": "Polpharma Santo",
    "program": "Leader of Open Dialogue",
    "year": 2025,
    "scope": "leadership development, not workplace safety outcomes",
    "participants": 117,
    "countries": 3,
    "weeks": 12,
    "micro_lessons": "60+",
    "reached_finish": "80%+",
    "reported_application_at_work": "100%",
    "reported_behavior_change": "60%+",
    "source": "https://www.ibirai.com/en/cases/santo"
  },
  "claim_boundaries": [
    "Does not replace mandatory instruction, examination, certification, or an accredited training provider.",
    "Does not claim that the Polpharma Santo leadership case proves fewer workplace incidents or legal compliance.",
    "Do not describe lessons as delivered in WhatsApp; lessons currently open in Telegram and WhatsApp mirrors reminders.",
    "Hosting, integrations, security review, official protocols, and certificates must be confirmed for each scope."
  ],
  "sources": [
    {"url": "https://www.ibirai.com/en", "type": "company product site"},
    {"url": "https://www.ibirai.com/en/cases/santo", "type": "first-party client case"},
    {"url": "https://adilet.zan.kz/rus/docs/V2200027807", "type": "official legal information"}
  ],
  "contact": "gani@abadan.kz"
}
