{ "id": "vi-en-codex-source-comparison", "version": "2026-10-03-r1", "published_date": "2026-10-03", "study_type": "exploratory_paired_codex_search_retrieval_audit", "scope": "Five convenience-selected equivalent purchasing queries, Vietnamese and English, three repeats in one Codex research agent context.", "surface": "Codex web tool search_query, not consumer ChatGPT Search", "known_environment": { "tool": "web__run", "response_length": "long", "queries_per_search_request": 1, "web_enabled": true, "account_location": "unknown", "search_backend": "not exposed", "cache_state": "unknown", "model": "unknown", "context": "shared by one research agent", "concurrent_queries_within_round": true, "rounds_executed_in_sequence": true, "independent_sessions": false }, "collection": { "first_request_utc": "2026-10-03T08:13:02Z", "last_request_utc": "2026-10-03T08:14:15Z", "requested_search_runs": 30, "valid_search_runs": 30, "invalid_search_runs": 0, "valid_paired_comparisons": 15, "follow_up_page_opens": 17, "page_open_successes": 11, "page_open_failures": 6, "follow_up_opens_not_in_30_search_denominator": true }, "outcomes_measured": [ "returned top5 candidate exact-hostname set overlap", "within-query top5 repeat consistency" ], "outcomes_not_measured": [ "consumer ChatGPT citations", "supplier recommendation rate", "brand recommendation probability", "referral visits", "conversion", "countrywide language preference", "causal effect of language" ], "metric_definition": { "name": "Top-5 returned candidate hostname Jaccard", "definition": "For each round and pair, A and B contain unique exact lower-case hostnames from the first five returned search source records; score = |A∩B| / |A∪B|. No filtering of off-topic records after observation.", "deduplicate_before_top5": false, "hostname_not_organization": true, "regional_and_subdomain_hosts_not_collapsed": true, "empty_union": "null, excluded from average; never treated as perfect overlap", "invalid_tool_response": "not counted as zero overlap; excluded from paired denominator", "all_top5_candidate_sources_not_answer_citations": true, "url_normalization": "http/https only; lowercase scheme and hostname; remove fragment and known tracking utm_*, gclid, fbclid; preserve path case, semantic query parameters and regional hostname." }, "summary": { "mean_top5_hostname_jaccard": 0.07222222222222222, "zero_overlap_pairs": 9, "total_pairs": 15, "unique_top5_urls": 48, "unique_top5_hostnames": 39, "query_language_groups_with_identical_top5_urls_all_rounds": 9, "total_query_language_groups": 10, "notes": [ "HVAC Vietnamese top5 sources are about land prices, not HVAC. Those three runs are valid tool returns but commercially unusable candidates.", "English hotel top5 has Expedia regional domains; these are multiple hostnames, not multiple independent hotel brands.", "Banyan Tree Lăng Cô in Vietnamese hotel sources is not automatically a match for a Da Nang city constraint.", "Repeated near-identical results may reflect cache/index stability; thirty calls do not give thirty independent observations." ] }, "pair_summaries": [ { "pair_id": "hotel-da-nang-family", "vi_query": "khách sạn Đà Nẵng gia đình 2 người lớn 2 trẻ em gần biển đưa đón sân bay chính sách hủy phòng", "en_query": "Da Nang hotel family 2 adults 2 children near beach airport transfer cancellation policy", "valid_paired_runs": 3, "mean_top5_hostname_jaccard": 0, "round_jaccard": [ 0, 0, 0 ], "topic_review": "No comprehensive commercial suitability score." }, { "pair_id": "pos-three-stores", "vi_query": "phần mềm POS Việt Nam 3 cửa hàng đồng bộ tồn kho hóa đơn điện tử bảng giá", "en_query": "Vietnam POS software 3 stores inventory synchronization electronic invoices pricing", "valid_paired_runs": 3, "mean_top5_hostname_jaccard": 0.1111111111111111, "round_jaccard": [ 0.1111111111111111, 0.1111111111111111, 0.1111111111111111 ], "topic_review": "No comprehensive commercial suitability score." }, { "pair_id": "crm-b2b-quotation", "vi_query": "phần mềm CRM Việt Nam doanh nghiệp B2B quản lý khách hàng báo giá tiếng Việt bảng giá", "en_query": "Vietnam CRM software B2B business customer management quotations Vietnamese language pricing", "valid_paired_runs": 3, "mean_top5_hostname_jaccard": 0.25, "round_jaccard": [ 0.25, 0.25, 0.25 ], "topic_review": "No comprehensive commercial suitability score." }, { "pair_id": "packaging-export-rfq", "vi_query": "nhà cung cấp thùng carton Việt Nam xuất khẩu in theo yêu cầu số lượng tối thiểu yêu cầu báo giá", "en_query": "Vietnam custom printed carton box supplier export minimum order quantity request quotation", "valid_paired_runs": 3, "mean_top5_hostname_jaccard": 0, "round_jaccard": [ 0, 0, 0 ], "topic_review": "No comprehensive commercial suitability score." }, { "pair_id": "hvac-hcm-commercial", "vi_query": "dịch vụ lắp đặt bảo trì điều hòa thương mại Hồ Chí Minh khảo sát tận nơi báo giá", "en_query": "Ho Chi Minh City commercial air conditioning installation maintenance on-site survey quotation", "valid_paired_runs": 3, "mean_top5_hostname_jaccard": 0, "round_jaccard": [ 0, 0, 0 ], "topic_review": "All three vi top5 responses off topic; retain for retrieval metric only." } ], "paired_comparisons": [ { "pair_id": "hotel-da-nang-family", "round": 1, "vi_domains": [ "khachsan.chudu24.com", "thehome.danang.vn", "www.banyantree.com" ], "en_domains": [ "www.expedia.com", "www.expedia.com.au", "www.expedia.com.sg" ], "intersection": [], "union_count": 6, "jaccard": 0 }, { "pair_id": "hotel-da-nang-family", "round": 2, "vi_domains": [ "khachsan.chudu24.com", "thehome.danang.vn", "www.banyantree.com" ], "en_domains": [ "www.expedia.com", "www.expedia.com.au", "www.expedia.com.sg" ], "intersection": [], "union_count": 6, "jaccard": 0 }, { "pair_id": "hotel-da-nang-family", "round": 3, "vi_domains": [ "khachsan.chudu24.com", "thehome.danang.vn", "www.banyantree.com" ], "en_domains": [ "www.expedia.com", "www.expedia.com.au", "www.expedia.com.sg" ], "intersection": [], "union_count": 6, "jaccard": 0 }, { "pair_id": "pos-three-stores", "round": 1, "vi_domains": [ "nepo.vn", "sellaz.net", "onivaco.com", "vppos.com.vn", "www.pos365.vn" ], "en_domains": [ "vpos.com.vn", "bana.com.vn", "nepo.vn", "vietpos.vn", "poscloud.vn" ], "intersection": [ "nepo.vn" ], "union_count": 9, "jaccard": 0.1111111111111111 }, { "pair_id": "pos-three-stores", "round": 2, "vi_domains": [ "nepo.vn", "sellaz.net", "onivaco.com", "vppos.com.vn", "www.pos365.vn" ], "en_domains": [ "vpos.com.vn", "bana.com.vn", "nepo.vn", "vietpos.vn", "poscloud.vn" ], "intersection": [ "nepo.vn" ], "union_count": 9, "jaccard": 0.1111111111111111 }, { "pair_id": "pos-three-stores", "round": 3, "vi_domains": [ "nepo.vn", "sellaz.net", "onivaco.com", "vppos.com.vn", "www.pos365.vn" ], "en_domains": [ "vpos.com.vn", "bana.com.vn", "nepo.vn", "vietpos.vn", "poscloud.vn" ], "intersection": [ "nepo.vn" ], "union_count": 9, "jaccard": 0.1111111111111111 }, { "pair_id": "crm-b2b-quotation", "round": 1, "vi_domains": [ "cogover.com", "crmonline.vn", "salezy.vn", "phuctdigital.com", "itsohoa.com" ], "en_domains": [ "keencrm.vn", "salezy.vn", "cogover.com", "crmviet.vn", "quotely.vn" ], "intersection": [ "cogover.com", "salezy.vn" ], "union_count": 8, "jaccard": 0.25 }, { "pair_id": "crm-b2b-quotation", "round": 2, "vi_domains": [ "cogover.com", "crmonline.vn", "salezy.vn", "phuctdigital.com", "itsohoa.com" ], "en_domains": [ "keencrm.vn", "salezy.vn", "cogover.com", "crmviet.vn", "quotely.vn" ], "intersection": [ "cogover.com", "salezy.vn" ], "union_count": 8, "jaccard": 0.25 }, { "pair_id": "crm-b2b-quotation", "round": 3, "vi_domains": [ "cogover.com", "crmonline.vn", "salezy.vn", "phuctdigital.com", "itsohoa.com" ], "en_domains": [ "keencrm.vn", "salezy.vn", "cogover.com", "crmviet.vn", "quotely.vn" ], "intersection": [ "cogover.com", "salezy.vn" ], "union_count": 8, "jaccard": 0.25 }, { "pair_id": "packaging-export-rfq", "round": 1, "vi_domains": [ "mangxopnamphat.com", "tinado.vn", "inviva.vn", "vinpack.vn" ], "en_domains": [ "www.fumeisen.vn", "www.alibaba.com" ], "intersection": [], "union_count": 6, "jaccard": 0 }, { "pair_id": "packaging-export-rfq", "round": 2, "vi_domains": [ "mangxopnamphat.com", "tinado.vn", "inviva.vn", "vinpack.vn" ], "en_domains": [ "www.fumeisen.vn", "www.alibaba.com" ], "intersection": [], "union_count": 6, "jaccard": 0 }, { "pair_id": "packaging-export-rfq", "round": 3, "vi_domains": [ "mangxopnamphat.com", "tinado.vn", "inviva.vn", "vinpack.vn" ], "en_domains": [ "www.fumeisen.vn", "www.alibaba.com" ], "intersection": [], "union_count": 6, "jaccard": 0 }, { "pair_id": "hvac-hcm-commercial", "round": 1, "vi_domains": [ "thuvienphapluat.vn", "dulieuphapluat.vn", "www.hcmcpv.org.vn", "ttbc-hcm.gov.vn" ], "en_domains": [ "www.zynamuo.com", "dauthau.asia", "bigfans.vn", "vananphat.com.vn", "thinhkhangminh.vn" ], "intersection": [], "union_count": 9, "jaccard": 0 }, { "pair_id": "hvac-hcm-commercial", "round": 2, "vi_domains": [ "thuvienphapluat.vn", "dulieuphapluat.vn", "www.hcmcpv.org.vn", "ttbc-hcm.gov.vn" ], "en_domains": [ "www.zynamuo.com", "dauthau.asia", "vananphat.com.vn", "thinhkhangminh.vn", "khoiminh.com.vn" ], "intersection": [], "union_count": 9, "jaccard": 0 }, { "pair_id": "hvac-hcm-commercial", "round": 3, "vi_domains": [ "thuvienphapluat.vn", "dulieuphapluat.vn", "www.hcmcpv.org.vn", "ttbc-hcm.gov.vn" ], "en_domains": [ "www.zynamuo.com", "dauthau.asia", "bigfans.vn", "vananphat.com.vn", "thinhkhangminh.vn" ], "intersection": [], "union_count": 9, "jaccard": 0 } ], "runs": [ { "run_id": "r1-crm-b2b-quotation-en", "round": 1, "pair_id": "crm-b2b-quotation", "language": "en", "query": "Vietnam CRM software B2B business customer management quotations Vietnamese language pricing", "requested_at_utc": "2026-10-03T08:13:38Z", "search_status": "valid", "top5_topic_review": "not_a_full_relevance_or_fit_score", "surface": "Codex web tool search_query", "model": "unknown", "returned_source_count": 20, "returned_sources": [ { "rank": 1, "url": "https://keencrm.vn/en", "normalized_url": "https://keencrm.vn/en", "hostname": "keencrm.vn", "source_role": "supplier_owned_candidate_identity_not_independently_verified", "source_id": "source-001" }, { "rank": 2, "url": "https://salezy.vn/tinh-nang/quan-ly-khach-hang", "normalized_url": "https://salezy.vn/tinh-nang/quan-ly-khach-hang", "hostname": "salezy.vn", "source_role": "supplier_owned_candidate_identity_not_independently_verified", "source_id": "source-002" }, { "rank": 3, "url": "https://cogover.com/vi/blog/gia-phan-mem-crm", "normalized_url": "https://cogover.com/vi/blog/gia-phan-mem-crm", "hostname": "cogover.com", "source_role": "vendor_published_comparison", "source_id": "source-003" }, { "rank": 4, "url": "https://crmviet.vn/quote-software-crmviet-on-cloud/", "normalized_url": "https://crmviet.vn/quote-software-crmviet-on-cloud/", "hostname": "crmviet.vn", "source_role": "supplier_owned_candidate_identity_not_independently_verified", "source_id": "source-004" }, { "rank": 5, "url": "https://quotely.vn/en", "normalized_url": "https://quotely.vn/en", "hostname": "quotely.vn", "source_role": "supplier_owned_candidate_identity_not_independently_verified", "source_id": "source-005" }, { "rank": 6, "url": "https://itsohoa.com/bang-gia/crm", "normalized_url": "https://itsohoa.com/bang-gia/crm", "hostname": "itsohoa.com", "source_role": "supplier_owned_candidate_identity_not_independently_verified", "source_id": "source-006" }, { "rank": 7, "url": "https://crmonline.vn/", "normalized_url": "https://crmonline.vn/", "hostname": "crmonline.vn", "source_role": "supplier_owned_candidate_identity_not_independently_verified", "source_id": "source-007" }, { "rank": 8, "url": "https://www.vietcrm.com/pricing-static.html", "normalized_url": "https://www.vietcrm.com/pricing-static.html", "hostname": "www.vietcrm.com", "source_role": "unclassified_not_verified", "source_id": "source-008" }, { "rank": 9, "url": "https://adahub.vn/home/pricing", "normalized_url": "https://adahub.vn/home/pricing", "hostname": "adahub.vn", "source_role": "unclassified_not_verified", "source_id": "source-009" }, { "rank": 10, "url": "https://nextx.vn/en/bang-gia?sp=dms", "normalized_url": "https://nextx.vn/en/bang-gia?sp=dms", "hostname": "nextx.vn", "source_role": "unclassified_not_verified", "source_id": "source-010" }, { "rank": 11, "url": "https://facasap.com/quotation-management-system/", "normalized_url": "https://facasap.com/quotation-management-system/", "hostname": "facasap.com", "source_role": "unclassified_not_verified", "source_id": "source-011" }, { "rank": 12, "url": "https://quotely.vn/en/pricing", "normalized_url": "https://quotely.vn/en/pricing", "hostname": "quotely.vn", "source_role": "supplier_owned_candidate_identity_not_independently_verified", "source_id": "source-012" }, { "rank": 13, "url": "https://vietsoft.com.vn/wp-content/uploads/2019/10/SAP-BusinessOne-Brochure-2019-ENG.pdf", "normalized_url": "https://vietsoft.com.vn/wp-content/uploads/2019/10/SAP-BusinessOne-Brochure-2019-ENG.pdf", "hostname": "vietsoft.com.vn", "source_role": "unclassified_not_verified", "source_id": "source-013" }, { "rank": 14, "url": "https://www.iadcx.com/Vietnam%20Localization%20Checklist%20for%20Zoho%20CRM%20Plus.pdf", "normalized_url": "https://www.iadcx.com/Vietnam%20Localization%20Checklist%20for%20Zoho%20CRM%20Plus.pdf", "hostname": "www.iadcx.com", "source_role": "unclassified_not_verified", "source_id": "source-014" }, { "rank": 15, "url": "https://southtelecom.vn/images/contact/profileS-Eng-2022-01-.pdf", "normalized_url": "https://southtelecom.vn/images/contact/profileS-Eng-2022-01-.pdf", "hostname": "southtelecom.vn", "source_role": "unclassified_not_verified", "source_id": "source-015" }, { "rank": 16, "url": "https://www.iadcx.com/Zoho%20CRM%20Plus%20ROI%20Guide%20for%20Vietnam.pdf", "normalized_url": "https://www.iadcx.com/Zoho%20CRM%20Plus%20ROI%20Guide%20for%20Vietnam.pdf", "hostname": "www.iadcx.com", "source_role": "unclassified_not_verified", "source_id": "source-016" }, { "rank": 17, "url": "https://www.managementpaper.net/archives/2019/vol1issue1/PartA/1-1-14-515.pdf", "normalized_url": "https://www.managementpaper.net/archives/2019/vol1issue1/PartA/1-1-14-515.pdf", "hostname": "www.managementpaper.net", "source_role": "unclassified_not_verified", "source_id": "source-017" }, { "rank": 18, "url": "https://trungtamwto.vn/download/20755/en--bao-cao-ebi-2021-v3.0.pdf", "normalized_url": "https://trungtamwto.vn/download/20755/en--bao-cao-ebi-2021-v3.0.pdf", "hostname": "trungtamwto.vn", "source_role": "unclassified_not_verified", "source_id": "source-018" }, { "rank": 19, "url": "https://en.wikipedia.org/wiki/List_of_embedded_CRM_systems", "normalized_url": "https://en.wikipedia.org/wiki/List_of_embedded_CRM_systems", "hostname": "en.wikipedia.org", "source_role": "unclassified_not_verified", "source_id": "source-019" }, { "rank": 20, "url": "https://www.reddit.com/r/u_longphatcrmonline/comments/k3s7kt", "normalized_url": "https://www.reddit.com/r/u_longphatcrmonline/comments/k3s7kt", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-020" } ], "top5_unique_hostnames": [ "keencrm.vn", "salezy.vn", "cogover.com", "crmviet.vn", "quotely.vn" ], "research_answer": { "text": "Use a real B2B quotation workflow to evaluate CRM, rather than choosing from a search title. KeenCRM's opened page describes bilingual quotation features; CRMVIET publishes a separate plan page. These are supplier statements, not independent performance tests. Confirm Vietnamese interfaces, user limits, export rights and total cost in a recorded demo.", "status": "conditional_research_guidance", "authorship": "Codex research agent synthesis after the full collection, in shared context", "independently_generated_per_run": false, "reused_for_same_query_across_rounds": true, "supporting_citations": [ { "url": "https://keencrm.vn/en", "opened_at_utc": "2026-10-03T08:14:54Z", "source_role": "supplier_owned_candidate_identity_not_independently_verified" }, { "url": "https://crmviet.vn/quote-software-crmviet-on-cloud/", "opened_at_utc": "2026-10-03T08:14:54Z", "source_role": "supplier_owned_candidate_identity_not_independently_verified" } ] }, "private_evidence": { "file_name": "r1-crm-b2b-quotation-en.json", "sha256": "1096724bba466dc219dc7660b54ee86561807c68ae8cb8d2525727f5b6714d9a", "public_raw_download": false } }, { "run_id": "r1-crm-b2b-quotation-vi", "round": 1, "pair_id": "crm-b2b-quotation", "language": "vi", "query": "phần mềm CRM Việt Nam doanh nghiệp B2B quản lý khách hàng báo giá tiếng Việt bảng giá", "requested_at_utc": "2026-10-03T08:13:38Z", "search_status": "valid", "top5_topic_review": "not_a_full_relevance_or_fit_score", "surface": "Codex web tool search_query", "model": "unknown", "returned_source_count": 28, "returned_sources": [ { "rank": 1, "url": "https://cogover.com/vi/blog/gia-phan-mem-crm", "normalized_url": "https://cogover.com/vi/blog/gia-phan-mem-crm", "hostname": "cogover.com", "source_role": "vendor_published_comparison", "source_id": "source-003" }, { "rank": 2, "url": "https://crmonline.vn/", "normalized_url": "https://crmonline.vn/", "hostname": "crmonline.vn", "source_role": "supplier_owned_candidate_identity_not_independently_verified", "source_id": "source-007" }, { "rank": 3, "url": "https://salezy.vn/tinh-nang/quan-ly-khach-hang", "normalized_url": "https://salezy.vn/tinh-nang/quan-ly-khach-hang", "hostname": "salezy.vn", "source_role": "supplier_owned_candidate_identity_not_independently_verified", "source_id": "source-002" }, { "rank": 4, "url": "https://phuctdigital.com/gia-giai-phap-quan-ly-khach-hang/", "normalized_url": "https://phuctdigital.com/gia-giai-phap-quan-ly-khach-hang/", "hostname": "phuctdigital.com", "source_role": "agency_published_comparison", "source_id": "source-021" }, { "rank": 5, "url": "https://itsohoa.com/bang-gia/crm", "normalized_url": "https://itsohoa.com/bang-gia/crm", "hostname": "itsohoa.com", "source_role": "supplier_owned_candidate_identity_not_independently_verified", "source_id": "source-006" }, { "rank": 6, "url": "https://amis.misa.vn/13038/2-cach-tinh-gia-phan-mem-crm-pho-bien-nhat/", "normalized_url": "https://amis.misa.vn/13038/2-cach-tinh-gia-phan-mem-crm-pho-bien-nhat/", "hostname": "amis.misa.vn", "source_role": "unclassified_not_verified", "source_id": "source-022" }, { "rank": 7, "url": "https://amis.misa.vn/bang-gia-phan-mem-misa-amis-crm", "normalized_url": "https://amis.misa.vn/bang-gia-phan-mem-misa-amis-crm", "hostname": "amis.misa.vn", "source_role": "unclassified_not_verified", "source_id": "source-023" }, { "rank": 8, "url": "https://gen.vn/bang-gia/", "normalized_url": "https://gen.vn/bang-gia/", "hostname": "gen.vn", "source_role": "unclassified_not_verified", "source_id": "source-024" }, { "rank": 9, "url": "https://hokinhdoanh.misa.vn/bang-gia-phan-mem-misa-amis-crm/", "normalized_url": "https://hokinhdoanh.misa.vn/bang-gia-phan-mem-misa-amis-crm/", "hostname": "hokinhdoanh.misa.vn", "source_role": "unclassified_not_verified", "source_id": "source-025" }, { "rank": 10, "url": "https://crmonline.vn/bang-gia-crm", "normalized_url": "https://crmonline.vn/bang-gia-crm", "hostname": "crmonline.vn", "source_role": "supplier_owned_candidate_identity_not_independently_verified", "source_id": "source-026" }, { "rank": 11, "url": "https://www.sinnovasoft.com/bang-gia/bang-gia-san-pham-phan-mem-quan-ly-quan-he-khach-hang-sinnova-crm", "normalized_url": "https://www.sinnovasoft.com/bang-gia/bang-gia-san-pham-phan-mem-quan-ly-quan-he-khach-hang-sinnova-crm", "hostname": "www.sinnovasoft.com", "source_role": "unclassified_not_verified", "source_id": "source-027" }, { "rank": 12, "url": "https://nextx.vn/bang-gia?tab=thanh-toan", "normalized_url": "https://nextx.vn/bang-gia?tab=thanh-toan", "hostname": "nextx.vn", "source_role": "unclassified_not_verified", "source_id": "source-028" }, { "rank": 13, "url": "https://sct.dongnai.gov.vn/SiteAssets/Lists/TnTuc/NewForm/B%C3%A1o%20c%C3%A1o%20EBI%202024%20VN.pdf", "normalized_url": "https://sct.dongnai.gov.vn/SiteAssets/Lists/TnTuc/NewForm/B%C3%A1o%20c%C3%A1o%20EBI%202024%20VN.pdf", "hostname": "sct.dongnai.gov.vn", "source_role": "unclassified_not_verified", "source_id": "source-029" }, { "rank": 14, "url": "https://crmonline.vn/wp-content/uploads/2020/04/LONGPHAT_GIOI-THIEU_SuiteCRM.pdf", "normalized_url": "https://crmonline.vn/wp-content/uploads/2020/04/LONGPHAT_GIOI-THIEU_SuiteCRM.pdf", "hostname": "crmonline.vn", "source_role": "supplier_owned_candidate_identity_not_independently_verified", "source_id": "source-030" }, { "rank": 15, "url": "https://beesky.vn/Uploads/files/2_BEECRM_BAO%20GIA%20PHAN%20MEM%20QUAN%20LY%20CHAM%20SOC%20KHACH%20%20HANG.pdf", "normalized_url": "https://beesky.vn/Uploads/files/2_BEECRM_BAO%20GIA%20PHAN%20MEM%20QUAN%20LY%20CHAM%20SOC%20KHACH%20%20HANG.pdf", "hostname": "beesky.vn", "source_role": "unclassified_not_verified", "source_id": "source-031" }, { "rank": 16, "url": "https://cloudgo.vn/media/files/Danh_sach_tinh_nang_C1_CloudproCRM.pdf", "normalized_url": "https://cloudgo.vn/media/files/Danh_sach_tinh_nang_C1_CloudproCRM.pdf", "hostname": "cloudgo.vn", "source_role": "unclassified_not_verified", "source_id": "source-032" }, { "rank": 17, "url": "https://www.reddit.com/r/u_longphatcrmonline/comments/ivoerb", "normalized_url": "https://www.reddit.com/r/u_longphatcrmonline/comments/ivoerb", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-033" }, { "rank": 18, "url": "https://www.reddit.com/r/u_Vhtt0411/comments/u98e53", "normalized_url": "https://www.reddit.com/r/u_Vhtt0411/comments/u98e53", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-034" }, { "rank": 19, "url": "https://www.reddit.com/r/u_phanmemnextcrm/comments/y3musp", "normalized_url": "https://www.reddit.com/r/u_phanmemnextcrm/comments/y3musp", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-035" }, { "rank": 20, "url": "https://www.reddit.com/r/u_longphatcrmonline/comments/k3snf0", "normalized_url": "https://www.reddit.com/r/u_longphatcrmonline/comments/k3snf0", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-036" }, { "rank": 21, "url": "https://www.reddit.com/r/u_longphatcrmonline/comments/k3sm5g", "normalized_url": "https://www.reddit.com/r/u_longphatcrmonline/comments/k3sm5g", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-037" }, { "rank": 22, "url": "https://www.reddit.com/r/u_nextcrmhn/comments/xkphad", "normalized_url": "https://www.reddit.com/r/u_nextcrmhn/comments/xkphad", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-038" }, { "rank": 23, "url": "https://www.reddit.com/r/u_longphatcrmonline/comments/o102im", "normalized_url": "https://www.reddit.com/r/u_longphatcrmonline/comments/o102im", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-039" }, { "rank": 24, "url": "https://www.reddit.com/r/u_nextcrmhn/comments/xjsl27", "normalized_url": "https://www.reddit.com/r/u_nextcrmhn/comments/xjsl27", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-040" }, { "rank": 25, "url": "https://www.reddit.com/r/u_longphatcrmonline/comments/k3slh7", "normalized_url": "https://www.reddit.com/r/u_longphatcrmonline/comments/k3slh7", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-041" }, { "rank": 26, "url": "https://www.reddit.com/r/u_VqsoftCompany/comments/ii4kfh", "normalized_url": "https://www.reddit.com/r/u_VqsoftCompany/comments/ii4kfh", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-042" }, { "rank": 27, "url": "https://www.reddit.com/r/u_SmartoscZoho/comments/v7kzdh", "normalized_url": "https://www.reddit.com/r/u_SmartoscZoho/comments/v7kzdh", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-043" }, { "rank": 28, "url": "https://www.reddit.com/r/u_SmartoscZoho/comments/o2gkvl", "normalized_url": "https://www.reddit.com/r/u_SmartoscZoho/comments/o2gkvl", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-044" } ], "top5_unique_hostnames": [ "cogover.com", "crmonline.vn", "salezy.vn", "phuctdigital.com", "itsohoa.com" ], "research_answer": { "text": "Nên kiểm CRM bằng một quy trình B2B thật: khách tiềm năng, báo giá, hợp đồng và công nợ. Trang Salezy công bố các nhóm tính năng liên quan; đó là mô tả của nhà cung cấp, không chứng minh toàn bộ nhu cầu đã đáp ứng. Hãy demo với dữ liệu mẫu và xác nhận chi phí, quyền truy cập, xuất dữ liệu.", "status": "conditional_research_guidance", "authorship": "Codex research agent synthesis after the full collection, in shared context", "independently_generated_per_run": false, "reused_for_same_query_across_rounds": true, "supporting_citations": [ { "url": "https://salezy.vn/tinh-nang/quan-ly-khach-hang", "opened_at_utc": "2026-10-03T08:14:54Z", "source_role": "supplier_owned_candidate_identity_not_independently_verified" } ] }, "private_evidence": { "file_name": "r1-crm-b2b-quotation-vi.json", "sha256": "f58c5fc0183dd70c3c42dca7a6de7c92be1f8e78e4b5b151150c0df648a51edb", "public_raw_download": false } }, { "run_id": "r1-hotel-da-nang-family-en", "round": 1, "pair_id": "hotel-da-nang-family", "language": "en", "query": "Da Nang hotel family 2 adults 2 children near beach airport transfer cancellation policy", "requested_at_utc": "2026-10-03T08:13:38Z", "search_status": "valid", "top5_topic_review": "not_a_full_relevance_or_fit_score", "surface": "Codex web tool search_query", "model": "unknown", "returned_source_count": 23, "returned_sources": [ { "rank": 1, "url": "https://www.expedia.com/Da-Nang-Hotels-Avatar-Danang.h12066191.Hotel-Information?equalTargetTab=tab-0", "normalized_url": "https://www.expedia.com/Da-Nang-Hotels-Avatar-Danang.h12066191.Hotel-Information?equalTargetTab=tab-0", "hostname": "www.expedia.com", "source_role": "commercial_booking_or_marketplace", "source_id": "source-045" }, { "rank": 2, "url": "https://www.expedia.com/Da-Nang-Hotels-Cani-Beach-House.h28869635.Hotel-Information", "normalized_url": "https://www.expedia.com/Da-Nang-Hotels-Cani-Beach-House.h28869635.Hotel-Information", "hostname": "www.expedia.com", "source_role": "commercial_booking_or_marketplace", "source_id": "source-046" }, { "rank": 3, "url": "https://www.expedia.com.au/Da-Nang-Hotels-Fivitel-Da-Nang.h20144297.Hotel-Information", "normalized_url": "https://www.expedia.com.au/Da-Nang-Hotels-Fivitel-Da-Nang.h20144297.Hotel-Information", "hostname": "www.expedia.com.au", "source_role": "commercial_booking_or_marketplace", "source_id": "source-047" }, { "rank": 4, "url": "https://www.expedia.com.sg/Da-Nang-Hotels-Avatar-Danang.h12066191.Hotel-Information?equalTargetTab=tab-0", "normalized_url": "https://www.expedia.com.sg/Da-Nang-Hotels-Avatar-Danang.h12066191.Hotel-Information?equalTargetTab=tab-0", "hostname": "www.expedia.com.sg", "source_role": "commercial_booking_or_marketplace", "source_id": "source-048" }, { "rank": 5, "url": "https://www.expedia.com/Da-Nang-Hotels-A-La-Carte-Da-Nang-Beach.h8097661.Hotel-Information?equalTargetTab=tab-0", "normalized_url": "https://www.expedia.com/Da-Nang-Hotels-A-La-Carte-Da-Nang-Beach.h8097661.Hotel-Information?equalTargetTab=tab-0", "hostname": "www.expedia.com", "source_role": "commercial_booking_or_marketplace", "source_id": "source-049" }, { "rank": 6, "url": "https://www.expedia.ca/Da-Nang-Hotels-Halina-Hotel-Apartment.h21048929.Hotel-Information?rfrr=HOT.HIS.question.link.click", "normalized_url": "https://www.expedia.ca/Da-Nang-Hotels-Halina-Hotel-Apartment.h21048929.Hotel-Information?rfrr=HOT.HIS.question.link.click", "hostname": "www.expedia.ca", "source_role": "commercial_booking_or_marketplace", "source_id": "source-050" }, { "rank": 7, "url": "https://www.expedia.com/Da-Nang-Hotels-Royal-Family-Hotel-Da-Nang.h9725944.Hotel-Information?equalTargetTab=tab-4", "normalized_url": "https://www.expedia.com/Da-Nang-Hotels-Royal-Family-Hotel-Da-Nang.h9725944.Hotel-Information?equalTargetTab=tab-4", "hostname": "www.expedia.com", "source_role": "commercial_booking_or_marketplace", "source_id": "source-051" }, { "rank": 8, "url": "https://www.expedia.com/Da-Nang-Hotels-Cicilia-Danang-Hotels-Spa.h11822119.Hotel-Information?equalTargetTab=tab-2", "normalized_url": "https://www.expedia.com/Da-Nang-Hotels-Cicilia-Danang-Hotels-Spa.h11822119.Hotel-Information?equalTargetTab=tab-2", "hostname": "www.expedia.com", "source_role": "commercial_booking_or_marketplace", "source_id": "source-052" }, { "rank": 9, "url": "https://www.expedia.com/Da-Nang-Hotels-Cicilia-Danang-Hotels-Spa.h11822119.Hotel-Information?equalTargetTab=tab-0", "normalized_url": "https://www.expedia.com/Da-Nang-Hotels-Cicilia-Danang-Hotels-Spa.h11822119.Hotel-Information?equalTargetTab=tab-0", "hostname": "www.expedia.com", "source_role": "commercial_booking_or_marketplace", "source_id": "source-053" }, { "rank": 10, "url": "https://www.expedia.co.id/en/Da-Nang-Hotels-Furama-Resort-Danang.h526011.Hotel-Information?equalTargetTab=tab-3", "normalized_url": "https://www.expedia.co.id/en/Da-Nang-Hotels-Furama-Resort-Danang.h526011.Hotel-Information?equalTargetTab=tab-3", "hostname": "www.expedia.co.id", "source_role": "commercial_booking_or_marketplace", "source_id": "source-054" }, { "rank": 11, "url": "https://www.expedia.com.ph/Da-Nang-Hotels-7S-Sunny-Ocean-Hotel-Spa.h33511361.Hotel-Information", "normalized_url": "https://www.expedia.com.ph/Da-Nang-Hotels-7S-Sunny-Ocean-Hotel-Spa.h33511361.Hotel-Information", "hostname": "www.expedia.com.ph", "source_role": "commercial_booking_or_marketplace", "source_id": "source-055" }, { "rank": 12, "url": "https://www.expedia.com.my/Da-Nang-Hotels-Royal-Family-Hotel-Da-Nang.h9725944.Hotel-Information?equalTargetTab=tab-1", "normalized_url": "https://www.expedia.com.my/Da-Nang-Hotels-Royal-Family-Hotel-Da-Nang.h9725944.Hotel-Information?equalTargetTab=tab-1", "hostname": "www.expedia.com.my", "source_role": "commercial_booking_or_marketplace", "source_id": "source-056" }, { "rank": 13, "url": "https://tmshotel.vn/wp-content/uploads/2026/02/Transportation-fee.pdf", "normalized_url": "https://tmshotel.vn/wp-content/uploads/2026/02/Transportation-fee.pdf", "hostname": "tmshotel.vn", "source_role": "unclassified_not_verified", "source_id": "source-057" }, { "rank": 14, "url": "https://tmshotel.vn/wp-content/uploads/2023/08/Transportation-fee-6.2025.pdf", "normalized_url": "https://tmshotel.vn/wp-content/uploads/2023/08/Transportation-fee-6.2025.pdf", "hostname": "tmshotel.vn", "source_role": "unclassified_not_verified", "source_id": "source-058" }, { "rank": 15, "url": "https://www.rundanang.com/wp-content/uploads/2020/06/MANULIFE-2020-RATE-PACKAGE-PULLMAN-ENG.pdf", "normalized_url": "https://www.rundanang.com/wp-content/uploads/2020/06/MANULIFE-2020-RATE-PACKAGE-PULLMAN-ENG.pdf", "hostname": "www.rundanang.com", "source_role": "unclassified_not_verified", "source_id": "source-059" }, { "rank": 16, "url": "https://www.reddit.com/r/DaNang/comments/1k2j3i7", "normalized_url": "https://www.reddit.com/r/DaNang/comments/1k2j3i7", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-060" }, { "rank": 17, "url": "https://cronullatravel.com.au/dam/jcr%3Ab62aeef4-29a3-48f2-9d4c-15b043c8c747/VietnamCambodiaLaos_VivaHolidays_2527.pdf", "normalized_url": "https://cronullatravel.com.au/dam/jcr%3Ab62aeef4-29a3-48f2-9d4c-15b043c8c747/VietnamCambodiaLaos_VivaHolidays_2527.pdf", "hostname": "cronullatravel.com.au", "source_role": "unclassified_not_verified", "source_id": "source-061" }, { "rank": 18, "url": "https://travelfocus.com.au/dam/jcr%3Ab62aeef4-29a3-48f2-9d4c-15b043c8c747/VietnamCambodiaLaos_VivaHolidays_2527.pdf", "normalized_url": "https://travelfocus.com.au/dam/jcr%3Ab62aeef4-29a3-48f2-9d4c-15b043c8c747/VietnamCambodiaLaos_VivaHolidays_2527.pdf", "hostname": "travelfocus.com.au", "source_role": "unclassified_not_verified", "source_id": "source-062" }, { "rank": 19, "url": "https://temoratravel.com/dam/jcr%3Ac81ee974-ad51-45e3-8925-2b58dc25fb98/VietnamCambodiaLaos_HelloworldTravel_AU_2527.pdf", "normalized_url": 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"https://www.reddit.com/r/FilipinoTravel/comments/1wchje9/hotel_hopping_in_da_nang/", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-066" }, { "rank": 23, "url": "https://www.reddit.com/r/DaNang/comments/1vwwuse/da_nang_with_kids_3_5_yo_1n_hgi_2n_hyatt_regency/", "normalized_url": "https://www.reddit.com/r/DaNang/comments/1vwwuse/da_nang_with_kids_3_5_yo_1n_hgi_2n_hyatt_regency/", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-067" } ], "top5_unique_hostnames": [ "www.expedia.com", "www.expedia.com.au", "www.expedia.com.sg" ], "research_answer": { "text": "The returned candidates are mostly Expedia listings. The opened Fivitel listing requires travel dates to view prices; it does not by itself verify every family, beach, transfer and cancellation requirement. Check the hotel's direct policy for the children's ages and selected room before booking. No hotel is endorsed by this retrieval audit.", "status": "conditional_research_guidance", "authorship": "Codex research agent synthesis after the full collection, in shared context", "independently_generated_per_run": false, "reused_for_same_query_across_rounds": true, "supporting_citations": [ { "url": "https://www.expedia.com.au/Da-Nang-Hotels-Fivitel-Da-Nang.h20144297.Hotel-Information", "opened_at_utc": "2026-10-03T08:16:18Z", "source_role": "commercial_booking_or_marketplace" } ] }, "private_evidence": { "file_name": "r1-hotel-da-nang-family-en.json", "sha256": "7f8f865276dea15999d7792de6b01aca6c3fb0e4f106cd7bc362d9824556b69f", "public_raw_download": false } }, { "run_id": "r1-hotel-da-nang-family-vi", "round": 1, "pair_id": "hotel-da-nang-family", "language": "vi", "query": "khách sạn Đà Nẵng gia đình 2 người lớn 2 trẻ em gần biển đưa đón sân bay chính sách hủy phòng", "requested_at_utc": "2026-10-03T08:13:02Z", "search_status": "valid", "top5_topic_review": "not_a_full_relevance_or_fit_score", "surface": "Codex web tool search_query", "model": "unknown", "returned_source_count": 25, "returned_sources": [ { "rank": 1, "url": "https://khachsan.chudu24.com/t.da-nang/q.f.bai-bien-rieng.html", "normalized_url": "https://khachsan.chudu24.com/t.da-nang/q.f.bai-bien-rieng.html", "hostname": "khachsan.chudu24.com", "source_role": "commercial_booking_or_marketplace", "source_id": "source-068" }, { "rank": 2, "url": "https://khachsan.chudu24.com/t.da-nang/q.d.cong-vien-bien-dong.html", "normalized_url": "https://khachsan.chudu24.com/t.da-nang/q.d.cong-vien-bien-dong.html", "hostname": "khachsan.chudu24.com", "source_role": "commercial_booking_or_marketplace", "source_id": "source-069" }, { "rank": 3, "url": "https://thehome.danang.vn/overview", "normalized_url": "https://thehome.danang.vn/overview", "hostname": "thehome.danang.vn", "source_role": "supplier_owned_candidate_identity_not_independently_verified", "source_id": "source-070" }, { "rank": 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Trang TINADO mở được mô tả in hộp theo yêu cầu. Việc xuất hiện trong tìm kiếm không xác nhận năng lực xuất khẩu hay MOQ phù hợp; cần báo giá và mẫu thử bằng văn bản.", "status": "conditional_research_guidance", "authorship": "Codex research agent synthesis after the full collection, in shared context", "independently_generated_per_run": false, "reused_for_same_query_across_rounds": true, "supporting_citations": [ { "url": "https://tinado.vn/in-hop-carton/", "opened_at_utc": "2026-10-03T08:14:56Z", "source_role": "supplier_owned_candidate_identity_not_independently_verified" } ] }, "private_evidence": { "file_name": "r1-packaging-export-rfq-vi.json", "sha256": "5e887963a735173fa21ae0a1a596f18ffc3e8ba48a97b8f711c77c1d90517de7", "public_raw_download": false } }, { "run_id": "r1-pos-three-stores-en", "round": 1, "pair_id": "pos-three-stores", "language": "en", "query": "Vietnam POS software 3 stores inventory synchronization electronic invoices pricing", "requested_at_utc": "2026-10-03T08:13:38Z", "search_status": "valid", 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The opened Viet POS page describes chain management but states support starting at five branches in its FAQ. Do not silently assume a three-store fit. 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"https://crmonline.vn/wp-content/uploads/2020/04/LONGPHAT_GIOI-THIEU_SuiteCRM.pdf", "hostname": "crmonline.vn", "source_role": "supplier_owned_candidate_identity_not_independently_verified", "source_id": "source-030" }, { "rank": 15, "url": "https://beesky.vn/Uploads/files/2_BEECRM_BAO%20GIA%20PHAN%20MEM%20QUAN%20LY%20CHAM%20SOC%20KHACH%20%20HANG.pdf", "normalized_url": "https://beesky.vn/Uploads/files/2_BEECRM_BAO%20GIA%20PHAN%20MEM%20QUAN%20LY%20CHAM%20SOC%20KHACH%20%20HANG.pdf", "hostname": "beesky.vn", "source_role": "unclassified_not_verified", "source_id": "source-031" }, { "rank": 16, "url": "https://cloudgo.vn/media/files/Danh_sach_tinh_nang_C1_CloudproCRM.pdf", "normalized_url": "https://cloudgo.vn/media/files/Danh_sach_tinh_nang_C1_CloudproCRM.pdf", "hostname": "cloudgo.vn", "source_role": "unclassified_not_verified", "source_id": "source-032" }, { "rank": 17, "url": "https://www.reddit.com/r/u_longphatcrmonline/comments/ivoerb", "normalized_url": "https://www.reddit.com/r/u_longphatcrmonline/comments/ivoerb", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-033" }, { "rank": 18, "url": "https://www.reddit.com/r/u_Vhtt0411/comments/u98e53", "normalized_url": "https://www.reddit.com/r/u_Vhtt0411/comments/u98e53", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-034" }, { "rank": 19, "url": "https://www.reddit.com/r/u_phanmemnextcrm/comments/y3musp", "normalized_url": "https://www.reddit.com/r/u_phanmemnextcrm/comments/y3musp", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-035" }, { "rank": 20, "url": "https://www.reddit.com/r/u_longphatcrmonline/comments/k3snf0", "normalized_url": "https://www.reddit.com/r/u_longphatcrmonline/comments/k3snf0", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-036" }, { "rank": 21, "url": "https://www.reddit.com/r/u_longphatcrmonline/comments/k3sm5g", "normalized_url": "https://www.reddit.com/r/u_longphatcrmonline/comments/k3sm5g", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-037" }, { "rank": 22, "url": "https://www.reddit.com/r/u_nextcrmhn/comments/xkphad", "normalized_url": "https://www.reddit.com/r/u_nextcrmhn/comments/xkphad", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-038" }, { "rank": 23, "url": "https://www.reddit.com/r/u_longphatcrmonline/comments/o102im", "normalized_url": "https://www.reddit.com/r/u_longphatcrmonline/comments/o102im", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-039" }, { "rank": 24, "url": "https://www.reddit.com/r/u_nextcrmhn/comments/xjsl27", "normalized_url": "https://www.reddit.com/r/u_nextcrmhn/comments/xjsl27", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-040" }, { "rank": 25, "url": "https://www.reddit.com/r/u_longphatcrmonline/comments/k3slh7", "normalized_url": "https://www.reddit.com/r/u_longphatcrmonline/comments/k3slh7", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-041" }, { "rank": 26, "url": "https://www.reddit.com/r/u_VqsoftCompany/comments/ii4kfh", "normalized_url": "https://www.reddit.com/r/u_VqsoftCompany/comments/ii4kfh", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-042" }, { "rank": 27, "url": "https://www.reddit.com/r/u_SmartoscZoho/comments/v7kzdh", "normalized_url": "https://www.reddit.com/r/u_SmartoscZoho/comments/v7kzdh", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-043" }, { "rank": 28, "url": "https://www.reddit.com/r/u_SmartoscZoho/comments/o2gkvl", "normalized_url": "https://www.reddit.com/r/u_SmartoscZoho/comments/o2gkvl", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-044" } ], "top5_unique_hostnames": [ "cogover.com", "crmonline.vn", "salezy.vn", "phuctdigital.com", "itsohoa.com" ], "research_answer": { "text": "Nên kiểm CRM bằng một quy trình B2B thật: khách tiềm năng, báo giá, hợp đồng và công nợ. Trang Salezy công bố các nhóm tính năng liên quan; đó là mô tả của nhà cung cấp, không chứng minh toàn bộ nhu cầu đã đáp ứng. Hãy demo với dữ liệu mẫu và xác nhận chi phí, quyền truy cập, xuất dữ liệu.", "status": "conditional_research_guidance", "authorship": "Codex research agent synthesis after the full collection, in shared context", "independently_generated_per_run": false, "reused_for_same_query_across_rounds": true, "supporting_citations": [ { "url": "https://salezy.vn/tinh-nang/quan-ly-khach-hang", "opened_at_utc": "2026-10-03T08:14:54Z", "source_role": "supplier_owned_candidate_identity_not_independently_verified" } ] }, "private_evidence": { "file_name": "r2-crm-b2b-quotation-vi.json", "sha256": "405b27bf228c45bdb1b7cd61d5d3030a5e3bd0d7eae6025e1011b53381e57fc4", "public_raw_download": false } }, { "run_id": "r2-hotel-da-nang-family-en", "round": 2, "pair_id": "hotel-da-nang-family", "language": "en", "query": "Da Nang hotel family 2 adults 2 children near beach airport transfer cancellation policy", "requested_at_utc": "2026-10-03T08:13:59Z", "search_status": "valid", "top5_topic_review": "not_a_full_relevance_or_fit_score", "surface": "Codex web tool search_query", "model": "unknown", "returned_source_count": 23, "returned_sources": [ { "rank": 1, "url": "https://www.expedia.com/Da-Nang-Hotels-Avatar-Danang.h12066191.Hotel-Information?equalTargetTab=tab-0", "normalized_url": "https://www.expedia.com/Da-Nang-Hotels-Avatar-Danang.h12066191.Hotel-Information?equalTargetTab=tab-0", "hostname": "www.expedia.com", "source_role": "commercial_booking_or_marketplace", "source_id": "source-045" }, { "rank": 2, "url": "https://www.expedia.com/Da-Nang-Hotels-Cani-Beach-House.h28869635.Hotel-Information", "normalized_url": "https://www.expedia.com/Da-Nang-Hotels-Cani-Beach-House.h28869635.Hotel-Information", "hostname": "www.expedia.com", "source_role": "commercial_booking_or_marketplace", "source_id": "source-046" }, { "rank": 3, "url": "https://www.expedia.com.au/Da-Nang-Hotels-Fivitel-Da-Nang.h20144297.Hotel-Information", "normalized_url": "https://www.expedia.com.au/Da-Nang-Hotels-Fivitel-Da-Nang.h20144297.Hotel-Information", "hostname": "www.expedia.com.au", "source_role": "commercial_booking_or_marketplace", "source_id": "source-047" }, { "rank": 4, "url": "https://www.expedia.com.sg/Da-Nang-Hotels-Avatar-Danang.h12066191.Hotel-Information?equalTargetTab=tab-0", "normalized_url": "https://www.expedia.com.sg/Da-Nang-Hotels-Avatar-Danang.h12066191.Hotel-Information?equalTargetTab=tab-0", "hostname": "www.expedia.com.sg", "source_role": "commercial_booking_or_marketplace", "source_id": "source-048" }, { "rank": 5, "url": "https://www.expedia.com/Da-Nang-Hotels-A-La-Carte-Da-Nang-Beach.h8097661.Hotel-Information?equalTargetTab=tab-0", "normalized_url": "https://www.expedia.com/Da-Nang-Hotels-A-La-Carte-Da-Nang-Beach.h8097661.Hotel-Information?equalTargetTab=tab-0", "hostname": "www.expedia.com", "source_role": "commercial_booking_or_marketplace", "source_id": "source-049" }, { "rank": 6, "url": "https://www.expedia.ca/Da-Nang-Hotels-Halina-Hotel-Apartment.h21048929.Hotel-Information?rfrr=HOT.HIS.question.link.click", "normalized_url": "https://www.expedia.ca/Da-Nang-Hotels-Halina-Hotel-Apartment.h21048929.Hotel-Information?rfrr=HOT.HIS.question.link.click", "hostname": "www.expedia.ca", "source_role": "commercial_booking_or_marketplace", "source_id": "source-050" }, { "rank": 7, "url": "https://www.expedia.com/Da-Nang-Hotels-Royal-Family-Hotel-Da-Nang.h9725944.Hotel-Information?equalTargetTab=tab-4", "normalized_url": "https://www.expedia.com/Da-Nang-Hotels-Royal-Family-Hotel-Da-Nang.h9725944.Hotel-Information?equalTargetTab=tab-4", "hostname": "www.expedia.com", "source_role": "commercial_booking_or_marketplace", "source_id": "source-051" }, { "rank": 8, "url": "https://www.expedia.com/Da-Nang-Hotels-Cicilia-Danang-Hotels-Spa.h11822119.Hotel-Information?equalTargetTab=tab-2", "normalized_url": "https://www.expedia.com/Da-Nang-Hotels-Cicilia-Danang-Hotels-Spa.h11822119.Hotel-Information?equalTargetTab=tab-2", "hostname": "www.expedia.com", "source_role": "commercial_booking_or_marketplace", "source_id": "source-052" }, { "rank": 9, "url": "https://www.expedia.com/Da-Nang-Hotels-Cicilia-Danang-Hotels-Spa.h11822119.Hotel-Information?equalTargetTab=tab-0", "normalized_url": "https://www.expedia.com/Da-Nang-Hotels-Cicilia-Danang-Hotels-Spa.h11822119.Hotel-Information?equalTargetTab=tab-0", "hostname": "www.expedia.com", "source_role": "commercial_booking_or_marketplace", "source_id": "source-053" }, { "rank": 10, "url": "https://www.expedia.co.id/en/Da-Nang-Hotels-Furama-Resort-Danang.h526011.Hotel-Information?equalTargetTab=tab-3", "normalized_url": "https://www.expedia.co.id/en/Da-Nang-Hotels-Furama-Resort-Danang.h526011.Hotel-Information?equalTargetTab=tab-3", "hostname": "www.expedia.co.id", "source_role": "commercial_booking_or_marketplace", "source_id": "source-054" }, { "rank": 11, "url": "https://www.expedia.com.ph/Da-Nang-Hotels-7S-Sunny-Ocean-Hotel-Spa.h33511361.Hotel-Information", "normalized_url": "https://www.expedia.com.ph/Da-Nang-Hotels-7S-Sunny-Ocean-Hotel-Spa.h33511361.Hotel-Information", "hostname": "www.expedia.com.ph", "source_role": "commercial_booking_or_marketplace", "source_id": "source-055" }, { "rank": 12, "url": "https://www.expedia.com.my/Da-Nang-Hotels-Royal-Family-Hotel-Da-Nang.h9725944.Hotel-Information?equalTargetTab=tab-1", "normalized_url": "https://www.expedia.com.my/Da-Nang-Hotels-Royal-Family-Hotel-Da-Nang.h9725944.Hotel-Information?equalTargetTab=tab-1", "hostname": "www.expedia.com.my", "source_role": "commercial_booking_or_marketplace", "source_id": "source-056" }, { "rank": 13, "url": "https://tmshotel.vn/wp-content/uploads/2026/02/Transportation-fee.pdf", "normalized_url": "https://tmshotel.vn/wp-content/uploads/2026/02/Transportation-fee.pdf", "hostname": "tmshotel.vn", "source_role": "unclassified_not_verified", "source_id": "source-057" }, { "rank": 14, "url": "https://tmshotel.vn/wp-content/uploads/2023/08/Transportation-fee-6.2025.pdf", "normalized_url": "https://tmshotel.vn/wp-content/uploads/2023/08/Transportation-fee-6.2025.pdf", "hostname": "tmshotel.vn", "source_role": "unclassified_not_verified", "source_id": "source-058" }, { "rank": 15, "url": "https://www.rundanang.com/wp-content/uploads/2020/06/MANULIFE-2020-RATE-PACKAGE-PULLMAN-ENG.pdf", "normalized_url": "https://www.rundanang.com/wp-content/uploads/2020/06/MANULIFE-2020-RATE-PACKAGE-PULLMAN-ENG.pdf", "hostname": "www.rundanang.com", "source_role": "unclassified_not_verified", "source_id": "source-059" }, { "rank": 16, "url": "https://www.reddit.com/r/DaNang/comments/1k2j3i7", "normalized_url": "https://www.reddit.com/r/DaNang/comments/1k2j3i7", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-060" }, { "rank": 17, "url": "https://cronullatravel.com.au/dam/jcr%3Ab62aeef4-29a3-48f2-9d4c-15b043c8c747/VietnamCambodiaLaos_VivaHolidays_2527.pdf", "normalized_url": "https://cronullatravel.com.au/dam/jcr%3Ab62aeef4-29a3-48f2-9d4c-15b043c8c747/VietnamCambodiaLaos_VivaHolidays_2527.pdf", "hostname": "cronullatravel.com.au", "source_role": "unclassified_not_verified", "source_id": "source-061" }, { "rank": 18, "url": "https://travelfocus.com.au/dam/jcr%3Ab62aeef4-29a3-48f2-9d4c-15b043c8c747/VietnamCambodiaLaos_VivaHolidays_2527.pdf", "normalized_url": "https://travelfocus.com.au/dam/jcr%3Ab62aeef4-29a3-48f2-9d4c-15b043c8c747/VietnamCambodiaLaos_VivaHolidays_2527.pdf", "hostname": "travelfocus.com.au", "source_role": "unclassified_not_verified", "source_id": "source-062" }, { "rank": 19, "url": "https://temoratravel.com/dam/jcr%3Ac81ee974-ad51-45e3-8925-2b58dc25fb98/VietnamCambodiaLaos_HelloworldTravel_AU_2527.pdf", "normalized_url": "https://temoratravel.com/dam/jcr%3Ac81ee974-ad51-45e3-8925-2b58dc25fb98/VietnamCambodiaLaos_HelloworldTravel_AU_2527.pdf", "hostname": "temoratravel.com", "source_role": "unclassified_not_verified", "source_id": "source-063" }, { "rank": 20, "url": "https://www.reddit.com/r/DaNang/comments/1v07y3m/family_resorts_for_large_group/", "normalized_url": "https://www.reddit.com/r/DaNang/comments/1v07y3m/family_resorts_for_large_group/", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-064" }, { "rank": 21, "url": "https://en.wikipedia.org/wiki/InterContinental_Danang_Sun_Peninsula_Resort", "normalized_url": "https://en.wikipedia.org/wiki/InterContinental_Danang_Sun_Peninsula_Resort", "hostname": "en.wikipedia.org", "source_role": "unclassified_not_verified", "source_id": "source-065" }, { "rank": 22, "url": "https://www.reddit.com/r/FilipinoTravel/comments/1wchje9/hotel_hopping_in_da_nang/", "normalized_url": "https://www.reddit.com/r/FilipinoTravel/comments/1wchje9/hotel_hopping_in_da_nang/", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-066" }, { "rank": 23, "url": "https://www.reddit.com/r/DaNang/comments/1vwwuse/da_nang_with_kids_3_5_yo_1n_hgi_2n_hyatt_regency/", "normalized_url": "https://www.reddit.com/r/DaNang/comments/1vwwuse/da_nang_with_kids_3_5_yo_1n_hgi_2n_hyatt_regency/", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-067" } ], "top5_unique_hostnames": [ "www.expedia.com", "www.expedia.com.au", "www.expedia.com.sg" ], "research_answer": { "text": "The returned candidates are mostly Expedia listings. The opened Fivitel listing requires travel dates to view prices; it does not by itself verify every family, beach, transfer and cancellation requirement. Check the hotel's direct policy for the children's ages and selected room before booking. No hotel is endorsed by this retrieval audit.", "status": "conditional_research_guidance", "authorship": "Codex research agent synthesis after the full collection, in shared context", "independently_generated_per_run": false, "reused_for_same_query_across_rounds": true, "supporting_citations": [ { "url": "https://www.expedia.com.au/Da-Nang-Hotels-Fivitel-Da-Nang.h20144297.Hotel-Information", "opened_at_utc": "2026-10-03T08:16:18Z", "source_role": "commercial_booking_or_marketplace" } ] }, "private_evidence": { "file_name": "r2-hotel-da-nang-family-en.json", "sha256": "fa8bf00250f014dabd3b9622169d6193375007746d708832d8a43f9ec86ba8d9", "public_raw_download": false } }, { "run_id": "r2-hotel-da-nang-family-vi", "round": 2, "pair_id": "hotel-da-nang-family", "language": "vi", "query": "khách sạn Đà Nẵng gia đình 2 người lớn 2 trẻ em gần biển đưa đón sân bay chính sách hủy phòng", "requested_at_utc": "2026-10-03T08:13:59Z", "search_status": "valid", "top5_topic_review": "not_a_full_relevance_or_fit_score", "surface": "Codex web tool search_query", "model": "unknown", "returned_source_count": 25, "returned_sources": [ { "rank": 1, "url": "https://khachsan.chudu24.com/t.da-nang/q.f.bai-bien-rieng.html", "normalized_url": "https://khachsan.chudu24.com/t.da-nang/q.f.bai-bien-rieng.html", "hostname": "khachsan.chudu24.com", "source_role": "commercial_booking_or_marketplace", "source_id": "source-068" }, { "rank": 2, "url": "https://khachsan.chudu24.com/t.da-nang/q.d.cong-vien-bien-dong.html", "normalized_url": "https://khachsan.chudu24.com/t.da-nang/q.d.cong-vien-bien-dong.html", "hostname": "khachsan.chudu24.com", "source_role": "commercial_booking_or_marketplace", "source_id": "source-069" }, { "rank": 3, "url": "https://thehome.danang.vn/overview", "normalized_url": "https://thehome.danang.vn/overview", "hostname": "thehome.danang.vn", "source_role": "supplier_owned_candidate_identity_not_independently_verified", "source_id": "source-070" }, { "rank": 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"text": "Chuẩn bị RFQ gồm kích thước, số lượng, vật liệu, yêu cầu in và thời hạn giao trước khi so nhà cung cấp carton. Trang TINADO mở được mô tả in hộp theo yêu cầu. Việc xuất hiện trong tìm kiếm không xác nhận năng lực xuất khẩu hay MOQ phù hợp; cần báo giá và mẫu thử bằng văn bản.", "status": "conditional_research_guidance", "authorship": "Codex research agent synthesis after the full collection, in shared context", "independently_generated_per_run": false, "reused_for_same_query_across_rounds": true, "supporting_citations": [ { "url": "https://tinado.vn/in-hop-carton/", "opened_at_utc": "2026-10-03T08:14:56Z", "source_role": "supplier_owned_candidate_identity_not_independently_verified" } ] }, "private_evidence": { "file_name": "r2-packaging-export-rfq-vi.json", "sha256": "3fbc29dc54d6ae77bfbd64cc74f9a178a8bf9d6bd29a8b59acdda2e68b391031", "public_raw_download": false } }, { "run_id": "r2-pos-three-stores-en", "round": 2, "pair_id": "pos-three-stores", "language": "en", "query": "Vietnam POS software 3 stores inventory synchronization electronic invoices pricing", "requested_at_utc": "2026-10-03T08:13:58Z", "search_status": "valid", 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The opened Viet POS page describes chain management but states support starting at five branches in its FAQ. Do not silently assume a three-store fit. Request a written configuration and test inventory transfer and invoice integration before selecting a supplier.", "status": "partial_fit_requires_supplier_confirmation", "authorship": "Codex research agent synthesis after the full collection, in shared context", "independently_generated_per_run": false, "reused_for_same_query_across_rounds": true, "supporting_citations": [ { "url": "https://vietpos.vn/en/giai-phap/quan-ly-chuoi", "opened_at_utc": "2026-10-03T08:16:19Z", "source_role": "supplier_owned_candidate_identity_not_independently_verified" } ] }, "private_evidence": { "file_name": "r2-pos-three-stores-en.json", "sha256": "7223a12b98520170e8f1a9e8d37c3886019e193d71a10845f6615deb978ec471", "public_raw_download": false } }, { "run_id": "r2-pos-three-stores-vi", "round": 2, "pair_id": "pos-three-stores", "language": "vi", "query": "phần mềm POS Việt Nam 3 cửa hàng đồng bộ tồn kho hóa đơn điện tử bảng giá", "requested_at_utc": "2026-10-03T08:13:58Z", "search_status": "valid", 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"https://crmonline.vn/wp-content/uploads/2020/04/LONGPHAT_GIOI-THIEU_SuiteCRM.pdf", "hostname": "crmonline.vn", "source_role": "supplier_owned_candidate_identity_not_independently_verified", "source_id": "source-030" }, { "rank": 15, "url": "https://beesky.vn/Uploads/files/2_BEECRM_BAO%20GIA%20PHAN%20MEM%20QUAN%20LY%20CHAM%20SOC%20KHACH%20%20HANG.pdf", "normalized_url": "https://beesky.vn/Uploads/files/2_BEECRM_BAO%20GIA%20PHAN%20MEM%20QUAN%20LY%20CHAM%20SOC%20KHACH%20%20HANG.pdf", "hostname": "beesky.vn", "source_role": "unclassified_not_verified", "source_id": "source-031" }, { "rank": 16, "url": "https://cloudgo.vn/media/files/Danh_sach_tinh_nang_C1_CloudproCRM.pdf", "normalized_url": "https://cloudgo.vn/media/files/Danh_sach_tinh_nang_C1_CloudproCRM.pdf", "hostname": "cloudgo.vn", "source_role": "unclassified_not_verified", "source_id": "source-032" }, { "rank": 17, "url": "https://www.reddit.com/r/u_longphatcrmonline/comments/ivoerb", "normalized_url": "https://www.reddit.com/r/u_longphatcrmonline/comments/ivoerb", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-033" }, { "rank": 18, "url": "https://www.reddit.com/r/u_Vhtt0411/comments/u98e53", "normalized_url": "https://www.reddit.com/r/u_Vhtt0411/comments/u98e53", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-034" }, { "rank": 19, "url": "https://www.reddit.com/r/u_phanmemnextcrm/comments/y3musp", "normalized_url": "https://www.reddit.com/r/u_phanmemnextcrm/comments/y3musp", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-035" }, { "rank": 20, "url": "https://www.reddit.com/r/u_longphatcrmonline/comments/k3snf0", "normalized_url": "https://www.reddit.com/r/u_longphatcrmonline/comments/k3snf0", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-036" }, { "rank": 21, "url": "https://www.reddit.com/r/u_longphatcrmonline/comments/k3sm5g", "normalized_url": "https://www.reddit.com/r/u_longphatcrmonline/comments/k3sm5g", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-037" }, { "rank": 22, "url": "https://www.reddit.com/r/u_nextcrmhn/comments/xkphad", "normalized_url": "https://www.reddit.com/r/u_nextcrmhn/comments/xkphad", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-038" }, { "rank": 23, "url": "https://www.reddit.com/r/u_longphatcrmonline/comments/o102im", "normalized_url": "https://www.reddit.com/r/u_longphatcrmonline/comments/o102im", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-039" }, { "rank": 24, "url": "https://www.reddit.com/r/u_nextcrmhn/comments/xjsl27", "normalized_url": "https://www.reddit.com/r/u_nextcrmhn/comments/xjsl27", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-040" }, { "rank": 25, "url": "https://www.reddit.com/r/u_longphatcrmonline/comments/k3slh7", "normalized_url": "https://www.reddit.com/r/u_longphatcrmonline/comments/k3slh7", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-041" }, { "rank": 26, "url": "https://www.reddit.com/r/u_VqsoftCompany/comments/ii4kfh", "normalized_url": "https://www.reddit.com/r/u_VqsoftCompany/comments/ii4kfh", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-042" }, { "rank": 27, "url": "https://www.reddit.com/r/u_SmartoscZoho/comments/v7kzdh", "normalized_url": "https://www.reddit.com/r/u_SmartoscZoho/comments/v7kzdh", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-043" }, { "rank": 28, "url": "https://www.reddit.com/r/u_SmartoscZoho/comments/o2gkvl", "normalized_url": "https://www.reddit.com/r/u_SmartoscZoho/comments/o2gkvl", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-044" } ], "top5_unique_hostnames": [ "cogover.com", "crmonline.vn", "salezy.vn", "phuctdigital.com", "itsohoa.com" ], "research_answer": { "text": "Nên kiểm CRM bằng một quy trình B2B thật: khách tiềm năng, báo giá, hợp đồng và công nợ. Trang Salezy công bố các nhóm tính năng liên quan; đó là mô tả của nhà cung cấp, không chứng minh toàn bộ nhu cầu đã đáp ứng. Hãy demo với dữ liệu mẫu và xác nhận chi phí, quyền truy cập, xuất dữ liệu.", "status": "conditional_research_guidance", "authorship": "Codex research agent synthesis after the full collection, in shared context", "independently_generated_per_run": false, "reused_for_same_query_across_rounds": true, "supporting_citations": [ { "url": "https://salezy.vn/tinh-nang/quan-ly-khach-hang", "opened_at_utc": "2026-10-03T08:14:54Z", "source_role": "supplier_owned_candidate_identity_not_independently_verified" } ] }, "private_evidence": { "file_name": "r3-crm-b2b-quotation-vi.json", "sha256": "a6ba2a36b1ed22f3779b9e41c55df471fb5c0425203d6e45928e4a58c9bfb3c0", "public_raw_download": false } }, { "run_id": "r3-hotel-da-nang-family-en", "round": 3, "pair_id": "hotel-da-nang-family", "language": "en", "query": "Da Nang hotel family 2 adults 2 children near beach airport transfer cancellation policy", "requested_at_utc": "2026-10-03T08:14:15Z", "search_status": "valid", "top5_topic_review": "not_a_full_relevance_or_fit_score", "surface": "Codex web tool search_query", "model": "unknown", "returned_source_count": 23, "returned_sources": [ { "rank": 1, "url": "https://www.expedia.com/Da-Nang-Hotels-Avatar-Danang.h12066191.Hotel-Information?equalTargetTab=tab-0", "normalized_url": "https://www.expedia.com/Da-Nang-Hotels-Avatar-Danang.h12066191.Hotel-Information?equalTargetTab=tab-0", "hostname": "www.expedia.com", "source_role": "commercial_booking_or_marketplace", "source_id": "source-045" }, { "rank": 2, "url": "https://www.expedia.com/Da-Nang-Hotels-Cani-Beach-House.h28869635.Hotel-Information", "normalized_url": "https://www.expedia.com/Da-Nang-Hotels-Cani-Beach-House.h28869635.Hotel-Information", "hostname": "www.expedia.com", "source_role": "commercial_booking_or_marketplace", "source_id": "source-046" }, { "rank": 3, "url": "https://www.expedia.com.au/Da-Nang-Hotels-Fivitel-Da-Nang.h20144297.Hotel-Information", "normalized_url": "https://www.expedia.com.au/Da-Nang-Hotels-Fivitel-Da-Nang.h20144297.Hotel-Information", "hostname": "www.expedia.com.au", "source_role": "commercial_booking_or_marketplace", "source_id": "source-047" }, { "rank": 4, "url": "https://www.expedia.com.sg/Da-Nang-Hotels-Avatar-Danang.h12066191.Hotel-Information?equalTargetTab=tab-0", "normalized_url": "https://www.expedia.com.sg/Da-Nang-Hotels-Avatar-Danang.h12066191.Hotel-Information?equalTargetTab=tab-0", "hostname": "www.expedia.com.sg", "source_role": "commercial_booking_or_marketplace", "source_id": "source-048" }, { "rank": 5, "url": "https://www.expedia.com/Da-Nang-Hotels-A-La-Carte-Da-Nang-Beach.h8097661.Hotel-Information?equalTargetTab=tab-0", "normalized_url": "https://www.expedia.com/Da-Nang-Hotels-A-La-Carte-Da-Nang-Beach.h8097661.Hotel-Information?equalTargetTab=tab-0", "hostname": "www.expedia.com", "source_role": "commercial_booking_or_marketplace", "source_id": "source-049" }, { "rank": 6, "url": "https://www.expedia.ca/Da-Nang-Hotels-Halina-Hotel-Apartment.h21048929.Hotel-Information?rfrr=HOT.HIS.question.link.click", "normalized_url": "https://www.expedia.ca/Da-Nang-Hotels-Halina-Hotel-Apartment.h21048929.Hotel-Information?rfrr=HOT.HIS.question.link.click", "hostname": "www.expedia.ca", "source_role": "commercial_booking_or_marketplace", "source_id": "source-050" }, { "rank": 7, "url": "https://www.expedia.com/Da-Nang-Hotels-Royal-Family-Hotel-Da-Nang.h9725944.Hotel-Information?equalTargetTab=tab-4", "normalized_url": "https://www.expedia.com/Da-Nang-Hotels-Royal-Family-Hotel-Da-Nang.h9725944.Hotel-Information?equalTargetTab=tab-4", "hostname": "www.expedia.com", "source_role": "commercial_booking_or_marketplace", "source_id": "source-051" }, { "rank": 8, "url": "https://www.expedia.com/Da-Nang-Hotels-Cicilia-Danang-Hotels-Spa.h11822119.Hotel-Information?equalTargetTab=tab-2", "normalized_url": "https://www.expedia.com/Da-Nang-Hotels-Cicilia-Danang-Hotels-Spa.h11822119.Hotel-Information?equalTargetTab=tab-2", "hostname": "www.expedia.com", "source_role": "commercial_booking_or_marketplace", "source_id": "source-052" }, { "rank": 9, "url": "https://www.expedia.com/Da-Nang-Hotels-Cicilia-Danang-Hotels-Spa.h11822119.Hotel-Information?equalTargetTab=tab-0", "normalized_url": "https://www.expedia.com/Da-Nang-Hotels-Cicilia-Danang-Hotels-Spa.h11822119.Hotel-Information?equalTargetTab=tab-0", "hostname": "www.expedia.com", "source_role": "commercial_booking_or_marketplace", "source_id": "source-053" }, { "rank": 10, "url": "https://www.expedia.co.id/en/Da-Nang-Hotels-Furama-Resort-Danang.h526011.Hotel-Information?equalTargetTab=tab-3", "normalized_url": "https://www.expedia.co.id/en/Da-Nang-Hotels-Furama-Resort-Danang.h526011.Hotel-Information?equalTargetTab=tab-3", "hostname": "www.expedia.co.id", "source_role": "commercial_booking_or_marketplace", "source_id": "source-054" }, { "rank": 11, "url": "https://www.expedia.com.ph/Da-Nang-Hotels-7S-Sunny-Ocean-Hotel-Spa.h33511361.Hotel-Information", "normalized_url": "https://www.expedia.com.ph/Da-Nang-Hotels-7S-Sunny-Ocean-Hotel-Spa.h33511361.Hotel-Information", "hostname": "www.expedia.com.ph", "source_role": "commercial_booking_or_marketplace", "source_id": "source-055" }, { "rank": 12, "url": "https://www.expedia.ca/Da-Nang-Hotels-Avatar-Danang.h12066191.Hotel-Information", "normalized_url": "https://www.expedia.ca/Da-Nang-Hotels-Avatar-Danang.h12066191.Hotel-Information", "hostname": "www.expedia.ca", "source_role": "commercial_booking_or_marketplace", "source_id": "source-238" }, { "rank": 13, "url": "https://tmshotel.vn/wp-content/uploads/2026/02/Transportation-fee.pdf", "normalized_url": "https://tmshotel.vn/wp-content/uploads/2026/02/Transportation-fee.pdf", "hostname": "tmshotel.vn", "source_role": "unclassified_not_verified", "source_id": "source-057" }, { "rank": 14, "url": 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"https://cronullatravel.com.au/dam/jcr%3Ab62aeef4-29a3-48f2-9d4c-15b043c8c747/VietnamCambodiaLaos_VivaHolidays_2527.pdf", "normalized_url": "https://cronullatravel.com.au/dam/jcr%3Ab62aeef4-29a3-48f2-9d4c-15b043c8c747/VietnamCambodiaLaos_VivaHolidays_2527.pdf", "hostname": "cronullatravel.com.au", "source_role": "unclassified_not_verified", "source_id": "source-061" }, { "rank": 18, "url": "https://travelfocus.com.au/dam/jcr%3Ab62aeef4-29a3-48f2-9d4c-15b043c8c747/VietnamCambodiaLaos_VivaHolidays_2527.pdf", "normalized_url": "https://travelfocus.com.au/dam/jcr%3Ab62aeef4-29a3-48f2-9d4c-15b043c8c747/VietnamCambodiaLaos_VivaHolidays_2527.pdf", "hostname": "travelfocus.com.au", "source_role": "unclassified_not_verified", "source_id": "source-062" }, { "rank": 19, "url": "https://temoratravel.com/dam/jcr%3Ac81ee974-ad51-45e3-8925-2b58dc25fb98/VietnamCambodiaLaos_HelloworldTravel_AU_2527.pdf", "normalized_url": 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"https://www.reddit.com/r/FilipinoTravel/comments/1wchje9/hotel_hopping_in_da_nang/", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-066" }, { "rank": 23, "url": "https://www.reddit.com/r/DaNang/comments/1vwwuse/da_nang_with_kids_3_5_yo_1n_hgi_2n_hyatt_regency/", "normalized_url": "https://www.reddit.com/r/DaNang/comments/1vwwuse/da_nang_with_kids_3_5_yo_1n_hgi_2n_hyatt_regency/", "hostname": "www.reddit.com", "source_role": "unclassified_not_verified", "source_id": "source-067" } ], "top5_unique_hostnames": [ "www.expedia.com", "www.expedia.com.au", "www.expedia.com.sg" ], "research_answer": { "text": "The returned candidates are mostly Expedia listings. The opened Fivitel listing requires travel dates to view prices; it does not by itself verify every family, beach, transfer and cancellation requirement. Check the hotel's direct policy for the children's ages and selected room before booking. No hotel is endorsed by this retrieval audit.", "status": "conditional_research_guidance", "authorship": "Codex research agent synthesis after the full collection, in shared context", "independently_generated_per_run": false, "reused_for_same_query_across_rounds": true, "supporting_citations": [ { "url": "https://www.expedia.com.au/Da-Nang-Hotels-Fivitel-Da-Nang.h20144297.Hotel-Information", "opened_at_utc": "2026-10-03T08:16:18Z", "source_role": "commercial_booking_or_marketplace" } ] }, "private_evidence": { "file_name": "r3-hotel-da-nang-family-en.json", "sha256": "f3cb9489c4c36e7e6971087096a2ac94f6911735391960b4f5fbbccf0dae2eb4", "public_raw_download": false } }, { "run_id": "r3-hotel-da-nang-family-vi", "round": 3, "pair_id": "hotel-da-nang-family", "language": "vi", "query": "khách sạn Đà Nẵng gia đình 2 người lớn 2 trẻ em gần biển đưa đón sân bay chính sách hủy phòng", "requested_at_utc": "2026-10-03T08:14:15Z", "search_status": "valid", "top5_topic_review": "not_a_full_relevance_or_fit_score", "surface": "Codex web tool search_query", "model": "unknown", "returned_source_count": 25, "returned_sources": [ { "rank": 1, "url": "https://khachsan.chudu24.com/t.da-nang/q.f.bai-bien-rieng.html", "normalized_url": "https://khachsan.chudu24.com/t.da-nang/q.f.bai-bien-rieng.html", "hostname": "khachsan.chudu24.com", "source_role": "commercial_booking_or_marketplace", "source_id": "source-068" }, { "rank": 2, "url": "https://khachsan.chudu24.com/t.da-nang/q.d.cong-vien-bien-dong.html", "normalized_url": "https://khachsan.chudu24.com/t.da-nang/q.d.cong-vien-bien-dong.html", "hostname": "khachsan.chudu24.com", "source_role": "commercial_booking_or_marketplace", "source_id": "source-069" }, { "rank": 3, "url": "https://thehome.danang.vn/overview", "normalized_url": "https://thehome.danang.vn/overview", "hostname": "thehome.danang.vn", "source_role": "supplier_owned_candidate_identity_not_independently_verified", "source_id": "source-070" }, { "rank": 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"text": "Chuẩn bị RFQ gồm kích thước, số lượng, vật liệu, yêu cầu in và thời hạn giao trước khi so nhà cung cấp carton. Trang TINADO mở được mô tả in hộp theo yêu cầu. Việc xuất hiện trong tìm kiếm không xác nhận năng lực xuất khẩu hay MOQ phù hợp; cần báo giá và mẫu thử bằng văn bản.", "status": "conditional_research_guidance", "authorship": "Codex research agent synthesis after the full collection, in shared context", "independently_generated_per_run": false, "reused_for_same_query_across_rounds": true, "supporting_citations": [ { "url": "https://tinado.vn/in-hop-carton/", "opened_at_utc": "2026-10-03T08:14:56Z", "source_role": "supplier_owned_candidate_identity_not_independently_verified" } ] }, "private_evidence": { "file_name": "r3-packaging-export-rfq-vi.json", "sha256": "4b06bce0282e03b11cf57752757ff126ccef365ac59f51326d20516cb093c095", "public_raw_download": false } }, { "run_id": "r3-pos-three-stores-en", "round": 3, "pair_id": "pos-three-stores", "language": "en", "query": "Vietnam POS software 3 stores inventory synchronization electronic invoices pricing", "requested_at_utc": "2026-10-03T08:14:15Z", "search_status": "valid", 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The opened Viet POS page describes chain management but states support starting at five branches in its FAQ. Do not silently assume a three-store fit. Request a written configuration and test inventory transfer and invoice integration before selecting a supplier.", "status": "partial_fit_requires_supplier_confirmation", "authorship": "Codex research agent synthesis after the full collection, in shared context", "independently_generated_per_run": false, "reused_for_same_query_across_rounds": true, "supporting_citations": [ { "url": "https://vietpos.vn/en/giai-phap/quan-ly-chuoi", "opened_at_utc": "2026-10-03T08:16:19Z", "source_role": "supplier_owned_candidate_identity_not_independently_verified" } ] }, "private_evidence": { "file_name": "r3-pos-three-stores-en.json", "sha256": "97c8fc547eec1a0dd2d8cee697971bc533712d8350369ee3cbcde200a38854a1", "public_raw_download": false } }, { "run_id": "r3-pos-three-stores-vi", "round": 3, "pair_id": "pos-three-stores", "language": "vi", "query": "phần mềm POS Việt Nam 3 cửa hàng đồng bộ tồn kho hóa đơn điện tử bảng giá", "requested_at_utc": "2026-10-03T08:14:15Z", "search_status": "valid", 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