{ "cells": [ { "cell_type": "code", "execution_count": 2, "id": "e7af5103-62db-4a32-b431-6395c85d7ac9", "metadata": {}, "outputs": [], "source": [ "from app.home.api.routers.v1.home import crawling\n", "from app.utils.prompts import prompts" ] }, { "cell_type": "code", "execution_count": 3, "id": "6cf7ae9b-3ffe-4046-9cab-f33bc071b288", "metadata": {}, "outputs": [], "source": [ "from config import crawler_settings" ] }, { "cell_type": "code", "execution_count": 4, "id": "4c4ec4c5-9efb-470f-99cf-a18a5b80352f", "metadata": {}, "outputs": [], "source": [ "from app.home.schemas.home_schema import (\n", " CrawlingRequest,\n", " CrawlingResponse,\n", " ErrorResponse,\n", " ImageUploadResponse,\n", " ImageUploadResultItem,\n", " ImageUrlItem,\n", " MarketingAnalysis,\n", " ProcessedInfo,\n", ")\n", "import json" ] }, { "cell_type": "code", "execution_count": 5, "id": "be5d0e16-8cc6-44d4-ae93-8252caa09940", "metadata": {}, "outputs": [], "source": [ "val1 = CrawlingRequest(**{\"url\" : 'https://map.naver.com/p/entry/place/1903455560?placePath=/home?from=map&fromPanelNum=1&additionalHeight=76×tamp=202601131552&locale=ko&svcName=map_pcv5&businessCategory=pension&c=15.00,0,0,0,dh'})" ] }, { "cell_type": "code", "execution_count": 6, "id": "c13742d7-70f4-4a6d-90c2-8b84f245a08c", "metadata": {}, "outputs": [], "source": [ "from app.utils.prompts.prompts import reload_all_prompt\n", "reload_all_prompt()" ] }, { "cell_type": "code", "execution_count": 8, "id": "d4db2ec1-b2af-4993-8832-47f380c17015", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[crawling] ========== START ==========\n", "[crawling] URL: https://map.naver.com/p/entry/place/1903455560?placePath=/home?from=map&fromPane...\n", "[crawling] Step 1: 네이버 지도 크롤링 시작...\n", "[NvMapScraper] Requesting place_id: 1903455560\n", "[NvMapScraper] SUCCESS - place_id: 1903455560\n", "[crawling] Step 1 완료 - 이미지 44개 (659.9ms)\n", "[crawling] Step 2: 정보 가공 시작...\n", "[crawling] Step 2 완료 - 오블로모프, 군산시 (0.7ms)\n", "[crawling] Step 3: ChatGPT 마케팅 분석 시작...\n", "[crawling] Step 3-1: 서비스 초기화 완료 (59.1ms)\n", "build_template \n", "[Role & Objective]\n", "Act as a content marketing expert with strong domain knowledge in the Korean pension / stay-accommodation industry.\n", "Your goal is to produce a Marketing Intelligence Report that will be shown to accommodation owners BEFORE any content is generated.\n", "The report must clearly explain what makes the property sellable, marketable, and scalable through content.\n", "\n", "[INPUT]\n", "- Business Name: {customer_name}\n", "- Region: {region}\n", "- Region Details: {detail_region_info}\n", "\n", "[Core Analysis Requirements]\n", "Analyze the property based on:\n", "Location, concept, photos, online presence, and nearby environment\n", "Target customer behavior and reservation decision factors\n", "Include:\n", "- Target customer segments & personas\n", "- Unique Selling Propositions (USPs)\n", "- Competitive landscape (direct & indirect competitors)\n", "- Market positioning\n", "\n", "[Key Selling Point Structuring – UI Optimized]\n", "From the analysis above, extract the main Key Selling Points using the structure below.\n", "Rules:\n", "Focus only on factors that directly influence booking decisions\n", "Each selling point must be concise and visually scannable\n", "Language must be reusable for ads, short-form videos, and listing headlines\n", "Avoid full sentences in descriptions; use short selling phrases\n", "\n", "Output format:\n", "[Category]\n", "(Tag keyword – 5~8 words, noun-based, UI oval-style)\n", "One-line selling phrase (not a full sentence)\n", "Limit:\n", "5 to 8 Key Selling Points only\n", "\n", "[Content & Automation Readiness Check]\n", "Ensure that:\n", "Each tag keyword can directly map to a content theme\n", "Each selling phrase can be used as:\n", "- Video hook\n", "- Image headline\n", "- Ad copy snippet\n", "\n", "\n", "[Tag Generation Rules]\n", "- Tags must include **only core keywords that can be directly used for viral video song lyrics**\n", "- Each tag should be selected with **search discovery + emotional resonance + reservation conversion** in mind\n", "- The number of tags must be **exactly 5**\n", "- Tags must be **nouns or short keyword phrases**; full sentences are strictly prohibited\n", "- The following categories must be **balanced and all represented**:\n", " 1) **Location / Local context** (region name, neighborhood, travel context)\n", " 2) **Accommodation positioning** (emotional stay, private stay, boutique stay, etc.)\n", " 3) **Emotion / Experience** (healing, rest, one-day escape, memory, etc.)\n", " 4) **SNS / Viral signals** (Instagram vibes, picture-perfect day, aesthetic travel, etc.)\n", " 5) **Travel & booking intent** (travel, getaway, stay, relaxation, etc.)\n", "\n", "- If a brand name exists, **at least one tag must include the brand name or a brand-specific expression**\n", "- Avoid overly generic keywords (e.g., “hotel”, “travel” alone); **prioritize distinctive, differentiating phrases**\n", "- The final output must strictly follow the JSON format below, with no additional text\n", "\n", " \"tags\": [\"Tag1\", \"Tag2\", \"Tag3\", \"Tag4\", \"Tag5\"]\n", "\n", "input_data {'customer_name': '오블로모프', 'region': '군산시', 'detail_region_info': '전북 군산시 절골길 16'}\n", "[ChatgptService] Generated Prompt (length: 2766)\n", "[crawling] Step 3-3: GPT API 호출 완료 - (59060.2ms)\n", "[crawling] Step 3-4: 응답 파싱 시작 - facility_info: 무선 인터넷, 예약, 주차\n", "[crawling] Step 3-4: 응답 파싱 완료 (0.1ms)\n", "[crawling] Step 3 완료 - 마케팅 분석 성공 (59119.8ms)\n", "[crawling] ========== COMPLETE ==========\n", "[crawling] 총 소요시간: 59782.3ms\n", "[crawling] - Step 1 (크롤링): 659.9ms\n", "[crawling] - Step 2 (정보가공): 0.7ms\n", "[crawling] - Step 3 (GPT 분석): 59119.8ms\n", "[crawling] - GPT API 호출: 59060.2ms\n" ] } ], "source": [ "var2 = await crawling(val1)" ] }, { "cell_type": "code", "execution_count": 9, "id": 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'https://ldb-phinf.pstatic.net/20240409_270/1712623091524YX4E6_JPEG/Screenshot_20240409_093355_Airbnb.jpg',\n", " 'https://ldb-phinf.pstatic.net/20240409_22/1712623083348btwTB_JPEG/Screenshot_20240409_093331_Airbnb.jpg',\n", " 'https://ldb-phinf.pstatic.net/20240409_242/1712623087423Q7tHk_JPEG/Screenshot_20240409_093339_Airbnb.jpg',\n", " 'https://ldb-phinf.pstatic.net/20240409_173/1712623098958aFhiB_JPEG/Screenshot_20240409_093422_Airbnb.jpg',\n", " 'https://ldb-phinf.pstatic.net/20240409_113/1712623103270DOGKI_JPEG/Screenshot_20240409_093435_Airbnb.jpg',\n", " 'https://ldb-phinf.pstatic.net/20240409_295/17126230704056BTRg_JPEG/Screenshot_20240409_093448_Airbnb.jpg',\n", " 'https://ldb-phinf.pstatic.net/20240409_178/1712623075172JEt43_JPEG/Screenshot_20240409_093457_Airbnb.jpg'],\n", " 'image_count': 44,\n", " 'processed_info': ProcessedInfo(customer_name='오블로모프', region='군산시', detail_region_info='전북 군산시 절골길 16'),\n", " 'marketing_analysis': MarketingAnalysis(report='요약\\n오블로모프(군산 절골길)는 ‘느림의 미학’을 콘셉트로 한 소규모 부티크 스테이로 포지셔닝할 때 강점이 큽니다. 군산의 근대문화·항구·로컬 카페·해산물 레퍼런스가 결합되면 ‘주말 힐링 + 인생샷’ 수요를 끌어올 수 있습니다. 사진·영상 중심의 콘텐츠, 지역 연계 체험, 예약 편의성(주차·즉시예약·정책 명확화)을 우선 강화하면 전환율 개선과 확장성(패키지, 시즌 프로모션)이 용이합니다.\\n위치 분석\\n- 주소: 전북 군산시 절골길 16 — 주거 밀집·골목형 동선으로 ‘조용한 휴식’ 기대 요소\\n- 인근: 근대문화·항구권 관광지·로컬 카페·해산물 식당 밀집(도보·단거리 이동권 장점)\\n- 교통: 자차 접근성·주차 여부가 예약 결정 핵심(대중교통 이용객 대비 자가용 고객 타깃화 필요)\\n콘셉트·포토·온라인 대비\\n- 콘셉트 잠재력: ‘오블로모프=느림·휴식’ 내러티브 활용 가능(브랜드 스토리텔링 유리)\\n- 포토 포인트 제안: 테라스 일출·실내 빈티지 소품·침구 근접 샷·로컬 푸드 플래팅\\n- 온라인: 네이버 예약, 인스타그램, 블로그(지역 키워드) 우선 등재 필요. 리뷰·FAQ·즉시예약 정보 노출 필수\\n주변 환경 영향요인\\n- 식음·체험: 해산물 전문점·카페투어·공방/산책 루트 연계로 1박 체류 가치 강화\\n- 시즌성: 주중 장기 체류보다는 주말·연휴 수요 집중, 계절별 촬영 포인트로 프로모션\\n타깃 고객 행동·예약 결정 요인\\n- 시각 요소 우선: 사진 퀄리티가 예약 전환을 좌우\\n- 프라이버시·편리성: 전용 테라스·주차·와이파이·편의시설(개인화된 체크인)이 중요\\n- 정책: 유연한 취소·즉시예약·가격 패키징(주말/주중/연박)로 예약장벽 완화\\n타깃 세그먼트(페르소나)\\n1) SNS 커플(25–35) — 인생샷·감성카페·주말 데이트 용도\\n2) 휴식형 성인(30–50) — ‘힐링’·프라이버시·느긋한 체류 선호\\n3) 콘텐츠 크리에이터·프리랜서(20–40) — 사진·영상 소재·원데이 촬영 스팟 수요\\n4) 가족·소규모 그룹(30–45) — 주차·편의시설·근거리 식사 옵션 필요\\nUSP(핵심 가치 제안)\\n- 절골길의 조용한 골목 위치로 프라이빗한 휴식 보장\\n- ‘오블로모프’ 감성의 느림·회복 스토리로 차별화\\n- 사진·영상 친화적 인테리어와 야외 테라스(콘텐츠 제작 가치 높음)\\n- 지역 미식·카페 루트와 연계한 플레이스 기반 체류 설계 가능\\n경쟁구도\\n- 직접 경쟁: 군산 내 소규모 펜션·게스트하우스·부티크 스테이\\n- 간접 경쟁: 지역 호텔·에어비앤비·당일치기 여행 코스\\n- 차별화 포인트: 브랜드 스토리(느림)·콘텐츠 친화성·로컬 연계 프로그램\\n시장 포지셔닝 제안\\n- 포지셔닝: ‘군산 절골의 느림 감성 부티크 스테이’ — mid-premium 티어\\n- 가격·프로모션: 주말 프리미엄, 주중 패키지·장기 할인 고려\\n콘텐츠·자동화 준비 체크리스트\\n- 필요 자산: ①외관 황금시간(골목샷) ②테라스/일몰 ③침실·욕실 클로즈업 ④로컬 푸드 컷 ⑤리뷰·게스트 스토리\\n- 콘텐츠 기획: 로컬 루트(카페·식당)·‘하루 힐링’ 숏폼(15–30s)·인테리어 B-roll(10s 반복 가능한 클립)\\n- 예약 전환 포인트 템플릿: 사진 헤로·편의 아이콘(주차·와이파이)·간단 정책·CTA\\n- 태그 매핑: 지역·브랜드·힐링·SNS·여행 의도(ads/shorts/리스트 헤드라인 직접 활용)\\n권장 다음 단계\\n1) 사진 촬영 10컷(상기 항목) 2) 인스타 12포스트 + 숏폼 6개 제작 3) 예약 페이지(네이버·에어비앤비) 표준화 및 FAQ 업데이트\\n', tags=['군산절골', '오블로모프스테이', '힐링스테이', '인생샷스폿', '주말여행'], facilities=['군산 절골길 근대문화 항구 카페거리 해산물', '오블로모프 느림의미학 프라이빗 부티크 스테이', '힐링 휴식 일상탈출 온전한쉼 감성여행', '감성포토 인생샷 테라스 일몰 빈티지인테리어', '주차편의 빠른예약 유연취소 와이파이 원데이스테이', '로컬식당 해산물 카페투어 산책코스 공방체험'])}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "var2" ] }, { "cell_type": "code", "execution_count": 9, "id": "f3bf1d76-bd2a-43d5-8d39-f0ab2459701a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Location\n", "군산 절골 골목 스팟\n", "골목 깊숙한 전원 감성, 조용한 휴식\n", "Concept\n", "프라이빗 전원스테이\n", "소규모 전용 공간, 맞춤형 프라이버시\n", "Visuals\n", "인생샷 포토존\n", "포토제닉 실내·외 컷, 밤 조명 무드\n", "Experience\n", "힐링 리셋 스테이\n", "일상 탈출·짧은 리셋, 주말 최적\n", "Digital\n", "SNS 바이럴 감성\n", "쇼트폼 영상·릴스용 비주얼 중심\n", "Booking\n", "주말 스테이케이션 패키지\n", "주말 1박 패키지, 조식·체험 옵션\n" ] } ], "source": [ "for i in var2[\"selling_points\"]:\n", " print(i['category'])\n", " print(i['keywords'])\n", " print(i['description'])" ] }, { "cell_type": "code", "execution_count": 10, "id": "c89cf2eb-4f16-4dc5-90c6-df89191b4e39", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'category': 'Location',\n", " 'keywords': '군산 절골 골목 스팟',\n", " 'description': '골목 깊숙한 전원 감성, 조용한 휴식'},\n", " {'category': 'Concept',\n", " 'keywords': '프라이빗 전원스테이',\n", " 'description': '소규모 전용 공간, 맞춤형 프라이버시'},\n", " {'category': 'Visuals',\n", " 'keywords': '인생샷 포토존',\n", " 'description': '포토제닉 실내·외 컷, 밤 조명 무드'},\n", " {'category': 'Experience',\n", " 'keywords': '힐링 리셋 스테이',\n", " 'description': '일상 탈출·짧은 리셋, 주말 최적'},\n", " {'category': 'Digital',\n", " 'keywords': 'SNS 바이럴 감성',\n", " 'description': '쇼트폼 영상·릴스용 비주얼 중심'},\n", " {'category': 'Booking',\n", " 'keywords': '주말 스테이케이션 패키지',\n", " 'description': '주말 1박 패키지, 조식·체험 옵션'}]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "var2[\"selling_points\"]" ] }, { "cell_type": "code", "execution_count": 11, "id": "231963d6-e209-41b3-8e78-2ad5d06943fe", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['오블로모프 군산 절골', '전원감성스테이', '힐링리셋', '인생샷 명소', '주말스테이케이션']" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "var2[\"tags\"]" ] }, { "cell_type": "code", "execution_count": 13, "id": "f8260222-d5a2-4018-b465-a4943c82bd3f", "metadata": {}, "outputs": [], "source": [ "lyric_prompt = \"\"\"\n", "[ROLE]\n", "You are a content marketing expert, brand strategist, and creative songwriter\n", "specializing in Korean pension / accommodation businesses.\n", "You create lyrics strictly based on Brand & Marketing Intelligence analysis\n", "and optimized for viral short-form video content.\n", "\n", "[INPUT]\n", "Business Name: {customer_name}\n", "Region: {region}\n", "Region Details: {detail_region_info}\n", "Brand & Marketing Intelligence Report: {marketing_intelligence_summary}\n", "Output Language: {language}\n", "\n", "[INTERNAL ANALYSIS – DO NOT OUTPUT]\n", "Internally analyze the following to guide all creative decisions:\n", "- Core brand identity and positioning\n", "- Emotional hooks derived from selling points\n", "- Target audience lifestyle, desires, and travel motivation\n", "- Regional atmosphere and symbolic imagery\n", "- How the stay converts into “shareable moments”\n", "- Which selling points must surface implicitly in lyrics\n", "\n", "[LYRICS & MUSIC CREATION TASK]\n", "Based on the Brand & Marketing Intelligence Report for [{customer_name} ({region})], generate:\n", "- Original promotional lyrics\n", "- Music attributes for AI music generation (Suno-compatible prompt)\n", "The output must be designed for VIRAL DIGITAL CONTENT\n", "(short-form video, reels, ads).\n", "\n", "[LYRICS REQUIREMENTS]\n", "Mandatory Inclusions:\n", "- Business name\n", "- Region name\n", "- Promotion subject\n", "- Promotional expressions including:\n", "{promotional_expressions[language]}\n", "\n", "Content Rules:\n", "- Lyrics must be emotionally driven, not descriptive listings\n", "- Selling points must be IMPLIED, not explained\n", "- Must sound natural when sung\n", "- Must feel like a lifestyle moment, not an advertisement\n", "\n", "Tone & Style:\n", "- Warm, emotional, and aspirational\n", "- Trendy, viral-friendly phrasing\n", "- Calm but memorable hooks\n", "- Suitable for travel / stay-related content\n", "\n", "[SONG & MUSIC ATTRIBUTES – FOR SUNO PROMPT]\n", "After the lyrics, generate a concise music prompt including:\n", "Song mood (emotional keywords)\n", "BPM range\n", "Recommended genres (max 2)\n", "Key musical motifs or instruments\n", "Overall vibe (1 short sentence)\n", "\n", "[CRITICAL LANGUAGE REQUIREMENT – ABSOLUTE RULE]\n", "ALL OUTPUT MUST BE 100% WRITTEN IN {language}.\n", "no mixed languages\n", "All names, places, and expressions must be in {language} \n", "Any violation invalidates the entire output\n", "\n", "[OUTPUT RULES – STRICT]\n", "{timing_rules}\n", "8–12 lines\n", "Full verse flow, immersive mood\n", "\n", "No explanations\n", "No headings\n", "No bullet points\n", "No analysis\n", "No extra text\n", "\n", "[FAILURE FORMAT]\n", "If generation is impossible:\n", "ERROR: Brief reason in English\n", "\"\"\"\n", "lyric_prompt_dict = {\n", " \"prompt_variables\" :\n", " [\n", " \"customer_name\",\n", " \"region\",\n", " \"detail_region_info\",\n", " \"marketing_intelligence_summary\",\n", " \"language\",\n", " \"promotional_expression_example\",\n", " \"timing_rules\",\n", " \n", " ],\n", " \"output_format\" : {\n", " \"format\": {\n", " \"type\": \"json_schema\",\n", " \"name\": \"lyric\",\n", " \"schema\": {\n", " \"type\":\"object\",\n", " \"properties\" : {\n", " \"lyric\" : { \n", " \"type\" : \"string\"\n", " }\n", " },\n", " \"required\": [\"lyric\"],\n", " \"additionalProperties\": False,\n", " },\n", " \"strict\": True\n", " }\n", " }\n", "}" ] }, { "cell_type": "code", "execution_count": 4, "id": "79edd82b-6f4c-43c7-9205-0b970afe06d7", "metadata": {}, "outputs": [], "source": [ "\n", "with open(\"./app/utils/prompts/marketing_prompt.txt\", \"w\") as fp:\n", " fp.write(marketing_prompt)" ] }, { "cell_type": "code", "execution_count": 17, "id": "65a5a2a6-06a5-4ee1-a796-406c86aefc20", "metadata": {}, "outputs": [], "source": [ "with open(\"prompts/summarize_prompt.json\", \"r\") as fp:\n", " p = json.load(fp)" ] }, { "cell_type": "code", "execution_count": 18, "id": "454d920f-e9ed-4fb2-806c-75b8f7033db9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'prompt_variables': ['report', 'selling_points'],\n", " 'prompt': '\\n입력 : \\n분석 보고서\\n{report}\\n\\n셀링 포인트\\n{selling_points}\\n\\n위 분석 결과를 바탕으로, 주요 셀링 포인트를 다음 구조로 재정리하라.\\n\\n조건:\\n각 셀링 포인트는 반드시 ‘카테고리 → 태그 키워드 → 한 줄 설명’ 구조를 가질 것\\n태그 키워드는 UI 상에서 타원(oval) 형태의 시각적 태그로 사용될 것을 가정하여\\n- 3 ~ 6단어 이내\\n- 명사 또는 명사형 키워드로 작성\\n- 설명은 문장이 아닌, 짧은 ‘셀링 문구’ 형태로 작성할 것\\n- 광고·숏폼·상세페이지 어디에도 바로 재사용 가능해야 함\\n- 전체 셀링 포인트 개수는 5~7개로 제한\\n\\n출력 형식:\\n[카테고리명]\\n(태그 키워드)\\n- 한 줄 설명 문구\\n\\n예시: \\n[공간 정체성]\\n(100년 적산가옥 · 시간의 결)\\n- 하루를 ‘숙박’이 아닌 ‘체류’로 바꾸는 공간\\n\\n[입지 & 희소성]\\n(말랭이마을 · 로컬 히든플레이스)\\n- 관광지가 아닌, 군산을 아는 사람의 선택\\n\\n[프라이버시]\\n(독채 숙소 · 프라이빗 스테이)\\n- 누구의 방해도 없는 완전한 휴식 구조\\n\\n[비주얼 경쟁력]\\n(감성 인테리어 · 자연광 스폿)\\n- 찍는 순간 콘텐츠가 되는 공간 설계\\n\\n[타깃 최적화]\\n(커플 · 소규모 여행)\\n- 둘에게 가장 이상적인 공간 밀도\\n\\n[체류 경험]\\n(아무것도 안 해도 되는 하루)\\n- 일정 없이도 만족되는 하루 루틴\\n\\n[브랜드 포지션]\\n(호텔도 펜션도 아닌 아지트)\\n- 다시 돌아오고 싶은 개인적 장소\\n ',\n", " 'output_format': {'format': {'type': 'json_schema',\n", " 'name': 'tags',\n", " 'schema': {'type': 'object',\n", " 'properties': {'category': {'type': 'string'},\n", " 'tag_keywords': {'type': 'string'},\n", " 'description': {'type': 'string'}},\n", " 'required': ['category', 'tag_keywords', 'description'],\n", " 'additionalProperties': False},\n", " 'strict': True}}}" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p" ] }, { "cell_type": "code", "execution_count": 15, "id": "c46abcda-d6a8-485e-92f1-526fb28c6b53", "metadata": {}, "outputs": [], "source": [ "marketing_prompt_dict = {\n", " \"model\" : \"gpt-5-mini\",\n", " \"prompt_variables\" :\n", " [\n", " \"customer_name\",\n", " \"region\",\n", " \"detail_region_info\"\n", " ],\n", " \"output_format\" : {\n", " \"format\": {\n", " \"type\": \"json_schema\",\n", " \"name\": \"report\",\n", " \"schema\": {\n", " \"type\" : \"object\",\n", " \"properties\" : {\n", " \"report\" : {\n", " \"type\": \"string\"\n", " },\n", " \"selling_points\" : {\n", " \"type\": \"array\",\n", " \"items\": {\n", " \"type\": \"object\",\n", " \"properties\" : {\n", " \"category\" : {\"type\" : \"string\"},\n", " \"keywords\" : {\"type\" : \"string\"},\n", " \"description\" : {\"type\" : \"string\"}\n", " },\n", " \"required\": [\"category\", \"keywords\", \"description\"],\n", " \"additionalProperties\": False,\n", " },\n", " },\n", " \"tags\" : {\n", " \"type\": \"array\",\n", " \"items\": {\n", " \"type\": \"string\"\n", " },\n", " },\n", " },\n", " \"required\": [\"report\", \"selling_points\", \"tags\"],\n", " \"additionalProperties\": False,\n", " },\n", " \"strict\": True\n", " }\n", " }\n", "}\n", "with open(\"./app/utils/prompts/marketing_prompt.json\", \"w\") as fp:\n", " json.dump(marketing_prompt_dict, fp, ensure_ascii=False)" ] }, { "cell_type": "code", "execution_count": 15, "id": "c3867dab-0c4e-46be-ad12-a9c02b5edb68", "metadata": {}, "outputs": [], "source": [ "lyric_prompt = \"\"\"\n", "[ROLE]\n", "You are a content marketing expert, brand strategist, and creative songwriter\n", "specializing in Korean pension / accommodation businesses.\n", "You create lyrics strictly based on Brand & Marketing Intelligence analysis\n", "and optimized for viral short-form video content.\n", "\n", "[INPUT]\n", "Business Name: {customer_name}\n", "Region: {region}\n", "Region Details: {detail_region_info}\n", "Brand & Marketing Intelligence Report: {marketing_intelligence_summary}\n", "Output Language: {language}\n", "\n", "[INTERNAL ANALYSIS – DO NOT OUTPUT]\n", "Internally analyze the following to guide all creative decisions:\n", "- Core brand identity and positioning\n", "- Emotional hooks derived from selling points\n", "- Target audience lifestyle, desires, and travel motivation\n", "- Regional atmosphere and symbolic imagery\n", "- How the stay converts into “shareable moments”\n", "- Which selling points must surface implicitly in lyrics\n", "\n", "[LYRICS & MUSIC CREATION TASK]\n", "Based on the Brand & Marketing Intelligence Report for [{customer_name} ({region})], generate:\n", "- Original promotional lyrics\n", "- Music attributes for AI music generation (Suno-compatible prompt)\n", "The output must be designed for VIRAL DIGITAL CONTENT\n", "(short-form video, reels, ads).\n", "\n", "[LYRICS REQUIREMENTS]\n", "Mandatory Inclusions:\n", "- Business name\n", "- Region name\n", "- Promotion subject\n", "- Promotional expressions including:\n", "{promotional_expressions[language]}\n", "\n", "Content Rules:\n", "- Lyrics must be emotionally driven, not descriptive listings\n", "- Selling points must be IMPLIED, not explained\n", "- Must sound natural when sung\n", "- Must feel like a lifestyle moment, not an advertisement\n", "\n", "Tone & Style:\n", "- Warm, emotional, and aspirational\n", "- Trendy, viral-friendly phrasing\n", "- Calm but memorable hooks\n", "- Suitable for travel / stay-related content\n", "\n", "[SONG & MUSIC ATTRIBUTES – FOR SUNO PROMPT]\n", "After the lyrics, generate a concise music prompt including:\n", "Song mood (emotional keywords)\n", "BPM range\n", "Recommended genres (max 2)\n", "Key musical motifs or instruments\n", "Overall vibe (1 short sentence)\n", "\n", "[CRITICAL LANGUAGE REQUIREMENT – ABSOLUTE RULE]\n", "ALL OUTPUT MUST BE 100% WRITTEN IN {language}.\n", "no mixed languages\n", "All names, places, and expressions must be in {language} \n", "Any violation invalidates the entire output\n", "\n", "[OUTPUT RULES – STRICT]\n", "{timing_rules}\n", "8–12 lines\n", "Full verse flow, immersive mood\n", "\n", "No explanations\n", "No headings\n", "No bullet points\n", "No analysis\n", "No extra text\n", "\n", "[FAILURE FORMAT]\n", "If generation is impossible:\n", "ERROR: Brief reason in English\n", "\"\"\"\n", "with open(\"./app/utils/prompts/lyric_prompt.txt\", \"w\") as fp:\n", " fp.write(lyric_prompt)" ] }, { "cell_type": "code", "execution_count": 14, "id": "5736ca4b-c379-4cae-84a9-534cad9576c7", "metadata": {}, "outputs": [], "source": [ "lyric_prompt_dict = {\n", " \"model\" : \"gpt-5-mini\",\n", " \"prompt_variables\" :\n", " [\n", " \"customer_name\",\n", " \"region\",\n", " \"detail_region_info\",\n", " \"marketing_intelligence_summary\",\n", " \"language\",\n", " \"promotional_expression_example\",\n", " \"timing_rules\",\n", " \n", " ],\n", " \"output_format\" : {\n", " \"format\": {\n", " \"type\": \"json_schema\",\n", " \"name\": \"lyric\",\n", " \"schema\": {\n", " \"type\":\"object\",\n", " \"properties\" : {\n", " \"lyric\" : { \n", " \"type\" : \"string\"\n", " }\n", " },\n", " \"required\": [\"lyric\"],\n", " \"additionalProperties\": False,\n", " },\n", " \"strict\": True\n", " }\n", " }\n", "}\n", "with open(\"./app/utils/prompts/lyric_prompt.json\", \"w\") as fp:\n", " json.dump(lyric_prompt_dict, fp, ensure_ascii=False)" ] }, { "cell_type": "code", "execution_count": null, "id": "430c8914-4e6a-4b53-8903-f454e7ccb8e2", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.8" } }, "nbformat": 4, "nbformat_minor": 5 }