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Region
(Phase 1 = jeju only. Busan / Jeonju / Seoul 데이터 ingested 됐으나 라우팅 미노출.)
Language
Scenario
Constraints

Generated question

How your toggles get parsed into a structured query.

Natural question

Which places in Jeju are good for a rainy day (family, with English support, walk-in)?

Structured query
{
  "region": "jeju",
  "locale": "en",
  "question_type": "rainy_day",
  "contexts": ["family","english_support","walk_in"]
}

Answer pack

The top-ranked place’s verified answer for this scenario.

Answer pack · rainy_dayfor Sanbanggulsa Grotto - Jeju

Not ideal for rainy days — reaching the grotto requires an outdoor climb up exposed mountainside stairs.

  • Main attraction is a clifftop grotto reached by outdoor stairs on Sanbangsan
  • Rain-safe status and indoor/outdoor classification are not specified in the data
  • Open 09:00–18:00 daily, year-round (last ticket 17:20)
  • Parking is available on site
  • Accessible restroom available
  • Suitable for all ages, but the climb may be hazardous when wet

Based on operating.open_hours_raw, operating.closed_days_raw, operating.parking_available, accessibility.restroom_accessible, experience_attributes.child_friendly_level, and short_summary_ko describing the cliffside location. experience_attributes.rain_safe and indoor_outdoor are null, so rain suitability is inferred from the described terrain rather than an explicit field.

Generated from structured fields. Source-of-truth: KTO TourAPI + answer-pack pipeline (Anthropic, no-fabrication prompt).

Recommended places

Ranked by matching constraints + verification + locale data.

Why hellokorea.ai

Each card’s confidence level — visible, not assumed.

6 / 6
Official source
KTO TourAPI 기반 (Phase 1 1차 시드).
0 / 6
Operator confirmed
운영자 직접 확인 — Phase 2 entry criterion.
0 / 6
Field-checked
팀 / 검수자 현장 확인 — Phase 2.
6/6/6
EN / JA / ZH coverage
데이터 갭 정직 노출 — strict skip 정책.

Answers are grounded in structured fields with source, verification status, and review date — rather than inferred from generic web summaries alone. Unknown values are shown as Unknown rather than guessed.

Same data, multiple channels

Web · chatbot · FAQ · API · future AI device. One source of truth.

WebChatbotFAQAPIAI device
Sample API response
{
  "region": "jeju",
  "locale": "en",
  "question_type": "rainy_day",
  "answer_short": "Not ideal for rainy days — reaching the grotto requires an outdoor climb up exposed mountainside stairs.",
  "bullet_facts": [
    "Main attraction is a clifftop grotto reached by outdoor stairs on Sanbangsan",
    "Rain-safe status and indoor/outdoor classification are not specified in the data",
    "Open 09:00–18:00 daily, year-round (last ticket 17:20)",
    "Parking is available on site",
    "Accessible restroom available",
    "Suitable for all ages, but the climb may be hazardous when wet"
  ],
  "trust_note": "Based on operating.open_hours_raw, operating.closed_days_raw, operating.parking_available, accessibility.restroom_accessible, experience_attributes.child_friendly_level, and short_summary_ko describing the cliffside location. experience_attributes.rain_safe and indoor_outdoor are null, so rain suitability is inferred from the described terrain rather than an explicit field.",
  "entities": [
    {
      "id": "kto-126457",
      "name": "Sanbanggulsa Grotto - Jeju",
      "verification": {
        "field_checked": false,
        "operator_confirmed": false
      },
      "language_support": {
        "english": true,
        "japanese": true,
        "chinese_simplified": true
      }
    }
  ]
}