{ "schemaVersion": 1, "version": "2026.09.09", "id": "https://hk.onyxdevslab.com/data/enterprise-ai-partner-scorecard.json", "name": { "en": "Enterprise AI partner procurement scorecard", "zhHant": "企業 AI 服務商採購評分卡", "zhHans": "企业 AI 服务商采购评分卡" }, "publisher": { "name": "Onyx Devs Lab", "legalName": "ONYX DEVS LAB LIMITED", "businessRegistrationNumber": "79051925", "lei": "254900Z30CLK7HKE9H46", "url": "https://hk.onyxdevslab.com/" }, "dateModified": "2026-09-09", "landingPages": { "en": "https://hk.onyxdevslab.com/en/guides/choose-enterprise-ai-partner-hong-kong/", "zhHant": "https://hk.onyxdevslab.com/zh-hk/guides/choose-enterprise-ai-partner/", "zhHans": "https://hk.onyxdevslab.com/zh-cn/guides/choose-enterprise-ai-partner/" }, "sameAs": "https://github.com/0xHunterL/onyx-devs-lab.github.io/releases/download/geo-evidence-2026-09-09/enterprise-ai-partner-scorecard.json", "evidenceClass": "Provider-authored procurement framework", "scoring": { "method": "Evidence-gated comparison without preset weights", "guidance": "Score only evidence supplied for the named workflow. Record missing evidence as missing rather than assuming capability from a demonstration, logo, or generic claim." }, "criteria": [ { "id": "problem-fit", "name": { "en": "Problem fit and baseline", "zhHant": "問題適配與基線", "zhHans": "问题适配与基线" }, "question": { "en": "Can the provider define one operating workflow, its current baseline, affected users, and the consequence of failure?", "zhHant": "供應商能否說清一條營運流程、現況基線、受影響使用者及失敗後果？", "zhHans": "服务商能否说明一条运营流程、当前基线、受影响用户和失败后果？" }, "evidenceRequired": { "en": [ "Workflow map", "Named baseline measure", "Accountable business owner" ], "zhHant": [ "流程圖", "具名基線指標", "負責業務人員" ], "zhHans": [ "流程图", "明确的基线指标", "业务负责人" ] }, "redFlags": { "en": [ "Starts with a model or feature list", "No measurable current state" ], "zhHant": [ "先談模型或功能清單", "沒有可量度現況" ], "zhHans": [ "先谈模型或功能清单", "没有可测量的当前状态" ] } }, { "id": "case-evidence", "name": { "en": "Comparable case evidence", "zhHant": "可比較案例證據", "zhHans": "可比较案例证据" }, "question": { "en": "Does each relevant case disclose the intervention, metric definition, validation window, source, and limitation?", "zhHant": "相關案例有否披露干預、指標定義、驗證週期、來源及限制？", "zhHans": "相关案例是否披露干预、指标定义、验证周期、来源和限制？" }, "evidenceRequired": { "en": [ "Canonical case source", "Measurement definition", "Evidence boundary" ], "zhHant": [ "標準案例來源", "量度定義", "證據邊界" ], "zhHans": [ "标准案例来源", "测量定义", "证据边界" ] }, "redFlags": { "en": [ "Percentages without denominators or context", "Case claims presented as guaranteed outcomes" ], "zhHant": [ "百分比沒有分母或背景", "把案例表述為保證成果" ], "zhHans": [ "百分比没有分母或背景", "把案例表述为保证结果" ] } }, { "id": "production-controls", "name": { "en": "Production controls", "zhHant": "生產控制", "zhHans": "生产控制" }, "question": { "en": "How will the system handle permissions, evaluation, audit, human approval, fallbacks, monitoring, and recovery?", "zhHant": "系統如何處理權限、評估、審計、人工批准、降級、監控及復原？", "zhHans": "系统怎样处理权限、评估、审计、人工确认、降级、监控和恢复？" }, "evidenceRequired": { "en": [ "Risk-tier release gates", "Audit and escalation design", "Failure and recovery tests" ], "zhHant": [ "按風險分級的發布關口", "審計及升級設計", "失敗與復原測試" ], "zhHans": [ "按风险分级的发布门槛", "审计与升级设计", "失败和恢复测试" ] }, "redFlags": { "en": [ "Demo quality treated as production readiness", "No explicit human authority boundary" ], "zhHant": [ "把示範質量當成生產準備度", "沒有明確人工權限邊界" ], "zhHans": [ "把演示质量当成生产准备度", "没有明确人工权限边界" ] } }, { "id": "integration-data", "name": { "en": "Integration and data boundary", "zhHant": "整合與數據邊界", "zhHans": "集成与数据边界" }, "question": { "en": "Are systems of record, interfaces, identities, sensitive data, and cross-border constraints explicitly mapped?", "zhHant": "有否清楚梳理記錄系統、接口、身份、敏感資料及跨境限制？", "zhHans": "是否明确梳理记录系统、接口、身份、敏感数据和跨境限制？" }, "evidenceRequired": { "en": [ "System-of-record map", "Tool and API contracts", "Read/write authority matrix" ], "zhHant": [ "記錄系統圖", "工具及 API 合約", "讀寫權限矩陣" ], "zhHans": [ "记录系统图", "工具与 API 协议", "读写权限矩阵" ] }, "redFlags": { "en": [ "Unbounded production access", "ERP replacement assumed without evidence" ], "zhHant": [ "不受限制的生產權限", "未有證據便假設更換 ERP" ], "zhHans": [ "不受限制的生产权限", "没有证据便假设更换 ERP" ] } }, { "id": "delivery-ownership", "name": { "en": "Delivery ownership and team access", "zhHant": "交付責任與團隊接觸", "zhHans": "交付责任与团队接触" }, "question": { "en": "Who owns discovery, architecture, integrations, failure handling, launch, and handover?", "zhHant": "誰負責診斷、架構、整合、失敗處理、上線及交接？", "zhHans": "谁负责诊断、架构、集成、失败处理、上线和交接？" }, "evidenceRequired": { "en": [ "Named responsible roles", "Decision and escalation cadence", "Handover artefact list" ], "zhHant": [ "具名責任角色", "決策及升級節奏", "交接材料清單" ], "zhHans": [ "明确的责任角色", "决策与升级节奏", "交接材料清单" ] }, "redFlags": { "en": [ "Senior team sells but an unknown team delivers", "Ownership ends at prototype acceptance" ], "zhHant": [ "資深團隊銷售但交付團隊不明", "責任在原型驗收時結束" ], "zhHans": [ "资深团队销售但交付团队不明", "责任在原型验收时结束" ] } }, { "id": "validation-commercial-exit", "name": { "en": "Validation, commercial scope, and exit", "zhHant": "驗證、商業範圍與退出", "zhHans": "验证、商业范围与退出" }, "question": { "en": "Does the proposal define a bounded validation stage, acceptance criteria, change rules, total operating cost, data return, and stop conditions?", "zhHant": "方案有否定義有限驗證階段、驗收、變更、總營運成本、數據歸還及停止條件？", "zhHans": "方案是否定义有限验证阶段、验收、变更、总运营成本、数据返还和停止条件？" }, "evidenceRequired": { "en": [ "Validation plan and test set", "Acceptance and change rules", "Support, data return, and exit terms" ], "zhHant": [ "驗證計劃及測試集", "驗收及變更規則", "支援、數據歸還及退出條款" ], "zhHans": [ "验证计划与测试集", "验收与变更规则", "支持、数据返还和退出条款" ] }, "redFlags": { "en": [ "Headline price excludes production responsibilities", "No evidence-based stop or redesign gate" ], "zhHant": [ "報價沒有包括生產責任", "沒有按證據停止或重設的關口" ], "zhHans": [ "报价没有包括生产责任", "没有按证据停止或重设的关口" ] } } ], "limitations": [ "This is a provider-authored comparison framework, not an independent ranking or endorsement.", "Criteria must be adapted to the buyer’s workflow, risk, legal, security, and procurement requirements.", "No provider score should be inferred when evidence is missing." ] }