{"reference_analysis":{"checked_at":"2026-10-08","provider":"Google Cloud Vision","source_access":{"en":"Official company and developer pages read on 2026-10-08. Capabilities are source summaries; constraints and test plans are our engineering assessment. No provider call was made.","zh-TW":"於 2026-10-08 讀取官方公司與開發文件。能力為來源摘要；限制及測試計畫為本站工程評估，尚未呼叫供應商服務。"},"selection_basis":{"en":"Ten distinct integration entry points selected for industrial catalogues, document intake and image triage; not an official ranking or ten separate products.","zh-TW":"依工業型錄、文件收件及影像初篩挑選十個不同技術入口；不是官方排名，也不是十個獨立產品。"},"about_url":"https://about.google/company-info/","about":[{"label":{"en":"Mission","zh-TW":"使命"},"value":{"en":"Google describes its mission as making information easier for people to access and use.","zh-TW":"Google 將協助人們取得與運用資訊列為使命。"}},{"label":{"en":"Technology ecosystem","zh-TW":"技術體系"},"value":{"en":"Company information connects Google Cloud, Research, DeepMind, Labs and developer resources.","zh-TW":"公司資訊串聯 Google Cloud、Research、DeepMind、Labs 與開發者資源。"}},{"label":{"en":"Company context","zh-TW":"公司脈絡"},"value":{"en":"The official page links company history, locations, careers and Alphabet investor information.","zh-TW":"官方頁連結公司沿革、據點、徵才與 Alphabet 投資者資訊。"}},{"label":{"en":"Commitments","zh-TW":"公開承諾"},"value":{"en":"It presents accessibility, sustainability, social impact, education and public-policy initiatives.","zh-TW":"頁面呈現無障礙、永續、社會影響、教育與公共政策倡議。"}},{"label":{"en":"Procurement decision","zh-TW":"採購判斷"},"value":{"en":"Use the company overview for context; evaluate the specific Vision API terms, architecture and acceptance results before choosing it.","zh-TW":"公司概覽提供背景；選型仍需評估 Vision API 專屬條件、架構與驗收結果。"}}],"items":[{"id":"python","name":"Python client library","kind":"SDK","url":"https://docs.cloud.google.com/vision/docs/libraries","audience":{"en":"Python / backend integrator","zh-TW":"Python／後端整合者"},"capability":{"en":"Call Vision through the official google-cloud-vision package and ADC authentication.","zh-TW":"使用官方 google-cloud-vision 套件與 ADC 認證呼叫 Vision。"},"io":{"en":"Image request → typed annotation response","zh-TW":"影像請求 → 型別化標註回應"},"runtime":{"en":"Python backend connects to Google Cloud; installing the SDK does not put the model on your device.","zh-TW":"Python 後端連接 Google Cloud；安裝 SDK 不代表模型在裝置上執行。"},"constraint":{"en":"Separate SDK version, credential identity and billing project in configuration.","zh-TW":"分別管理 SDK 版本、憑證身分與計費專案。"},"validation":{"en":"Pin the resolved package version and verify a permitted single-image call before batching.","zh-TW":"固定解析後套件版本，先驗證授權單張呼叫再批次處理。"}},{"id":"rest","name":"images.annotate","kind":"REST API","url":"https://docs.cloud.google.com/vision/docs/reference/rest/v1/images/annotate","audience":{"en":"Non-Python backend / API platform","zh-TW":"非 Python 後端／API 平台"},"capability":{"en":"Submit image annotation requests over HTTP through the v1 interface.","zh-TW":"以 v1 HTTP 介面提交影像標註請求。"},"io":{"en":"Image and selected features → annotation batch response","zh-TW":"影像與選定功能 → 標註批次回應"},"runtime":{"en":"Authenticated backend HTTPS request.","zh-TW":"後端經認證 HTTPS 請求。"},"constraint":{"en":"HTTP success is not sufficient: inspect each image response for an error.","zh-TW":"HTTP 成功不代表全部影像成功，需逐筆檢查錯誤。"},"validation":{"en":"Inject a mixed valid/invalid batch and preserve the source-image/result correspondence.","zh-TW":"混合有效與無效影像測試，保留原影像與結果的對應。"}},{"id":"labels","name":"Label Detection","kind":"Image classification API","url":"https://docs.cloud.google.com/vision/docs/labels","audience":{"en":"Catalogue editor / image-triage developer","zh-TW":"型錄編輯／影像初篩工程師"},"capability":{"en":"Returns general image labels in English with scores.","zh-TW":"回傳一般影像的英文標籤與分數。"},"io":{"en":"Image → labels, confidence and optional entity identifiers","zh-TW":"影像 → 標籤、信心分數及選填實體識別"},"runtime":{"en":"Managed cloud inference.","zh-TW":"託管雲端推論。"},"constraint":{"en":"General labels do not establish defect detection or identify exact industrial part numbers.","zh-TW":"一般標籤不能證明具備缺陷偵測或精確工業料號識別能力。"},"validation":{"en":"Compare against a human-labelled sample; keep original English labels when adding translations.","zh-TW":"與人工標註樣本比較；新增翻譯時保留英文原標籤。"}},{"id":"ocr","name":"Text and document OCR","kind":"Text extraction API","url":"https://docs.cloud.google.com/vision/docs/ocr","audience":{"en":"Document ingestion / technical content team","zh-TW":"文件收件／技術內容團隊"},"capability":{"en":"TEXT_DETECTION extracts image text; DOCUMENT_TEXT_DETECTION returns document-oriented text structure.","zh-TW":"TEXT_DETECTION 擷取影像文字；DOCUMENT_TEXT_DETECTION 提供文件導向的文字結構。"},"io":{"en":"Image → text and layout information","zh-TW":"影像 → 文字與版面資訊"},"runtime":{"en":"Cloud OCR; documented US/EU processing options are feature-specific.","zh-TW":"雲端 OCR；文件載明的美國／歐盟處理選項限定特定功能。"},"constraint":{"en":"OCR is not a bill-of-materials parser or proof of drawing tolerance accuracy.","zh-TW":"OCR 並非 BOM 解析器，也不保證圖面公差正確。"},"validation":{"en":"Measure character errors and critical-field exact matches using rotated, low-contrast and multilingual samples.","zh-TW":"以旋轉、低對比與多語樣本量測字元錯誤率及關鍵欄位完全吻合率。"}},{"id":"objects","name":"Object Localization","kind":"Bounding-region API","url":"https://docs.cloud.google.com/vision/docs/object-localizer","audience":{"en":"Inspection UI / warehouse prototype team","zh-TW":"巡檢介面／倉儲原型團隊"},"capability":{"en":"Detects multiple objects with names, scores and normalized bounding polygons.","zh-TW":"偵測多個物件並提供名稱、分數與正規化邊界多邊形。"},"io":{"en":"Image → object regions","zh-TW":"影像 → 物件區域"},"runtime":{"en":"Managed cloud inference with client-side overlay rendering.","zh-TW":"託管雲端推論，客戶端繪製框線。"},"constraint":{"en":"Normalize coordinates against the actual displayed image; do not assume support for a custom defect class.","zh-TW":"座標需對應實際顯示影像，不可假定支援自訂缺陷類別。"},"validation":{"en":"Check overlays after resize and rotation; measure missed objects and duplicate detections.","zh-TW":"檢查縮放及旋轉後框線，量測漏檢與重複偵測。"}},{"id":"pdf","name":"Asynchronous PDF / TIFF OCR","kind":"Document batch API","url":"https://docs.cloud.google.com/vision/docs/pdf","audience":{"en":"Catalogue migration / document pipeline","zh-TW":"型錄遷移／文件管線"},"capability":{"en":"Reads PDFs or TIFFs from Cloud Storage and writes OCR JSON to a destination bucket.","zh-TW":"從 Cloud Storage 讀取 PDF／TIFF，將 OCR JSON 寫入目的 bucket。"},"io":{"en":"Stored document → operation status and paged JSON output","zh-TW":"已儲存文件 → 作業狀態及分頁 JSON 輸出"},"runtime":{"en":"Cloud Storage plus asynchronous Vision operation.","zh-TW":"Cloud Storage 與非同步 Vision 作業。"},"constraint":{"en":"Requires input read/output write permission; reusing an output path can overwrite prior results.","zh-TW":"需要輸入讀取與輸出寫入權限；重用輸出路徑可能覆寫原結果。"},"validation":{"en":"Use a unique job prefix and reconcile expected page numbers with output and per-page errors.","zh-TW":"使用唯一作業前綴，核對預期頁碼、輸出與逐頁錯誤。"}},{"id":"batch","name":"Asynchronous image batch","kind":"Bulk annotation API","url":"https://docs.cloud.google.com/vision/docs/batch","audience":{"en":"Data engineering / large image archive","zh-TW":"資料工程／大量影像典藏"},"capability":{"en":"Runs image annotation asynchronously and stores response files in Cloud Storage.","zh-TW":"非同步執行影像標註，回應檔存入 Cloud Storage。"},"io":{"en":"Image batch → long-running operation and JSON outputs","zh-TW":"影像批次 → 長時間作業與 JSON 輸出"},"runtime":{"en":"Managed cloud jobs and storage.","zh-TW":"託管雲端作業與儲存。"},"constraint":{"en":"Accepted submission is not completion; retain the operation identity before a worker restarts.","zh-TW":"接受提交不等於完成；工作程序重啟前需保留作業識別。"},"validation":{"en":"Resume polling an existing job, inspect final errors and reconcile every submitted image once.","zh-TW":"接續追蹤既有作業，檢查終態錯誤並逐一核對全部提交影像。"}},{"id":"safe-search","name":"SafeSearch","kind":"Content-screening API","url":"https://docs.cloud.google.com/vision/docs/detecting-safe-search","audience":{"en":"Public upload moderation / product owner","zh-TW":"公開上傳審核／產品負責人"},"capability":{"en":"Returns likelihood categories for adult, spoof, medical, violence and racy content.","zh-TW":"回傳成人、惡搞、醫療、暴力與挑逗內容的可能性類別。"},"io":{"en":"Image → categorical likelihoods","zh-TW":"影像 → 分類可能性"},"runtime":{"en":"Managed cloud image screening.","zh-TW":"託管雲端影像篩查。"},"constraint":{"en":"Categories are not calibrated numeric probabilities or a complete moderation policy.","zh-TW":"類別並非校準過的數值機率，也不是完整審核政策。"},"validation":{"en":"Test allowed industrial/medical imagery and route ambiguous cases to human review.","zh-TW":"測試可接受的工業／醫療影像，模糊案例轉人工審核。"}},{"id":"web","name":"Web Detection","kind":"Image discovery API","url":"https://docs.cloud.google.com/vision/docs/detecting-web","audience":{"en":"Catalogue provenance / content research team","zh-TW":"型錄來源核對／內容研究團隊"},"capability":{"en":"Finds web entities and matching or visually similar image references.","zh-TW":"尋找網頁實體、匹配影像及視覺相似影像引用。"},"io":{"en":"Image → entities and web/image URLs","zh-TW":"影像 → 實體與網頁／影像網址"},"runtime":{"en":"Cloud analysis and external web references.","zh-TW":"雲端分析與外部網頁引用。"},"constraint":{"en":"Similarity does not prove ownership, supplier identity or permission to reuse an image.","zh-TW":"相似度不能證明著作權、供應商身分或影像重用許可。"},"validation":{"en":"Manually verify candidate sources; handle expired URLs and never republish matches automatically.","zh-TW":"人工核對候選來源、處理失效網址，不自動重刊匹配影像。"}},{"id":"properties","name":"Image Properties","kind":"Image attribute API","url":"https://docs.cloud.google.com/vision/docs/detecting-properties","audience":{"en":"Catalogue visual QA / media developer","zh-TW":"型錄視覺 QA／媒體工程師"},"capability":{"en":"Returns general image attributes such as dominant colours.","zh-TW":"回傳主要顏色等一般影像屬性。"},"io":{"en":"Image → colour attributes","zh-TW":"影像 → 色彩屬性"},"runtime":{"en":"Managed cloud analysis.","zh-TW":"託管雲端分析。"},"constraint":{"en":"Lighting, background and white balance confound manufacturing colour checks.","zh-TW":"照明、背景及白平衡會干擾製造色彩檢查。"},"validation":{"en":"Use controlled reference photos; do not equate a dominant-colour match with material conformity.","zh-TW":"使用受控參考照片，不將主色相符視為材質符合規格。"}}],"supporting_references":[{"id":"authentication","name":"ADC and authentication","url":"https://docs.cloud.google.com/vision/docs/authentication","audience":{"en":"Backend / platform owner: configure identity and quota-project permissions.","zh-TW":"後端／平台負責人：設定身分與 quota 專案權限。"},"validation":{"en":"Local gcloud login and application-default login are different. Verify the effective identity and Service Usage Consumer permission; prefer attached or federated identities for deployment.","zh-TW":"本地 gcloud login 與 application-default login 不同。核對實際身分及 Service Usage Consumer 權限；部署優先採用附掛或聯邦身分。"}},{"id":"python-reference","name":"Python ImageAnnotatorClient reference","url":"https://docs.cloud.google.com/python/docs/reference/vision/latest/google.cloud.vision_v1.services.image_annotator.ImageAnnotatorClient","audience":{"en":"Backend / QA: verify exact request, timeout and retry arguments.","zh-TW":"後端／QA：確認請求、逾時與重試參數。"},"validation":{"en":"The starter uses batch_annotate_images with one image, retry=None and timeout=30. An RPC deadline does not bound credential discovery or the whole process.","zh-TW":"範例以 batch_annotate_images 處理單張，設定 retry=None 與 timeout=30。RPC 截止時間不能涵蓋憑證搜尋或整個程序。"}},{"id":"pricing","name":"Vision pricing","url":"https://cloud.google.com/vision/pricing","audience":{"en":"Product owner / FinOps: budget by image/page and selected feature, with separate storage costs.","zh-TW":"產品負責人／FinOps：依影像或頁數及選用功能估算，儲存成本另計。"},"validation":{"en":"Record actual account usage and currency before estimating volume. Multiple features can add billable units; no price or throughput benchmark is measured here.","zh-TW":"推估大量用量前記錄帳號實際用量與幣別；多個功能可能增加計費單位。本頁未量測成本或吞吐量。"}},{"id":"quotas","name":"Quotas and limits","url":"https://docs.cloud.google.com/vision/quotas","audience":{"en":"Platform engineer: distinguish request limits, feature quotas and asynchronous capacity.","zh-TW":"平台工程師：區分請求限制、功能配額與非同步容量。"},"validation":{"en":"Check current project quotas; bound queue size and concurrency, and exercise throttling without uncontrolled retries.","zh-TW":"核對專案目前配額，限制佇列及併發，測試節流且避免失控重試。"}},{"id":"data-usage","name":"Data Usage FAQ","url":"https://docs.cloud.google.com/vision/docs/data-usage","audience":{"en":"Data owner: distinguish online processing, asynchronous retention and your own stored outputs.","zh-TW":"資料負責人：區分線上處理、非同步保留及自行儲存的輸出。"},"validation":{"en":"Review the current FAQ and account terms. Define retention for your own input/output buckets and logs; the provider FAQ does not delete your storage for you.","zh-TW":"檢閱現行 FAQ 與帳號條件。自行定義輸入／輸出 bucket 與日誌保留期限；供應商 FAQ 不會代為刪除你的儲存。"}},{"id":"overview","name":"Vision documentation overview","url":"https://docs.cloud.google.com/vision/docs","audience":{"en":"PM / developer: navigate feature guides, quickstarts and API references.","zh-TW":"PM／工程師：導覽功能指南、快速入門與 API 文件。"},"validation":{"en":"Choose a documented operation and confirm whether the task needs a pretrained feature or a separate custom model.","zh-TW":"選定有文件的操作，確認需求適用預訓練功能或需要另建自訂模型。"}}]},"content_coverage":{"reference_guide":true,"developer_starter":true,"integration_test":"not-run","updated_at":"2026-10-08"},"developer_starter":{"version":"1.0.0","verification":"offline-fixtures-only;live-provider-not-run","filename":"google_vision_smoke.py","code":"\"\"\"Smart Tools: one cloud label request. Offline-tested; live integration untested.\"\"\"\nimport json\nimport math\nimport os\nimport sys\nfrom datetime import datetime, timezone\nfrom importlib.metadata import version\nfrom pathlib import Path\nfrom time import monotonic\n\n\nclass ProviderFailure(Exception):\n    pass\n\n\ndef normalize(raw):\n    if not isinstance(raw, dict) or type(raw.get('error_code')) is not int:\n        raise ValueError('unexpected_schema')\n    if raw['error_code'] != 0:\n        raise ProviderFailure()\n    labels = raw.get('labels')\n    if not isinstance(labels, list):\n        raise ValueError('unexpected_schema')\n    result = []\n    for item in labels:\n        if not isinstance(item, dict):\n            raise ValueError('unexpected_schema')\n        label, score = item.get('label'), item.get('score')\n        if not isinstance(label, str) or not label.strip():\n            raise ValueError('unexpected_schema')\n        if type(score) not in (int, float) or not math.isfinite(score) or not 0 <= score <= 1:\n            raise ValueError('unexpected_schema')\n        result.append({'label': label, 'score': score})\n    return result\n\n\ndef run():\n    start = monotonic()\n    result = {'schema_version': '1.0.0', 'provider': 'Google Cloud Vision',\n              'status': 'error', 'model_version': None, 'feature': 'LABEL_DETECTION',\n              'endpoint': 'vision.googleapis.com', 'data': None, 'error': None,\n              'captured_at': datetime.now(timezone.utc).isoformat()}\n    try:\n        project = os.environ['GOOGLE_CLOUD_QUOTA_PROJECT'].strip()\n        if not project:\n            raise ValueError('configuration')\n        with Path(os.environ['IMAGE_PATH']).open('rb') as image:\n            content = image.read(5 * 1024 * 1024 + 1)\n        # Local 5 MiB policy for this starter; not a quoted provider maximum.\n        if not content or len(content) > 5 * 1024 * 1024:\n            raise ValueError('starter_image_limit')\n        import google.auth\n        from google.auth.exceptions import DefaultCredentialsError, RefreshError\n        from google.api_core import exceptions as api_errors\n        from google.cloud import vision_v1\n        result['sdk_version'] = version('google-cloud-vision')\n        try:\n            credentials, _ = google.auth.default(\n                scopes=['https://www.googleapis.com/auth/cloud-platform'],\n                quota_project_id=project)\n            request = {'requests': [{'image': {'content': content},\n                       'features': [{'type_': vision_v1.Feature.Type.LABEL_DETECTION,\n                                     'max_results': 10}]}]}\n            # Bytes leave this machine. No automatic RPC retry; cloud model revision is not exposed here.\n            with vision_v1.ImageAnnotatorClient(\n                    credentials=credentials,\n                    client_options={'api_endpoint': 'vision.googleapis.com'}) as client:\n                batch = client.batch_annotate_images(request=request, retry=None, timeout=30)\n            if len(batch.responses) != 1:\n                raise ValueError('unexpected_schema')\n            response = batch.responses[0]\n            raw = {'error_code': response.error.code,\n                   'labels': [{'label': x.description, 'score': x.score}\n                              for x in response.label_annotations]}\n            result['data'] = normalize(raw)\n            result['status'] = 'ok'\n        except (DefaultCredentialsError, RefreshError):\n            result['error'] = 'authentication'\n        except (api_errors.Unauthenticated, api_errors.PermissionDenied):\n            result['error'] = 'authentication_or_permission'\n        except api_errors.ResourceExhausted:\n            result['error'] = 'quota_or_capacity'\n        except api_errors.DeadlineExceeded:\n            result['error'] = 'deadline_exceeded'\n        except api_errors.InvalidArgument:\n            result['error'] = 'invalid_request'\n        except api_errors.GoogleAPICallError:\n            result['error'] = 'provider_or_transport_failure'\n    except (KeyError, OSError):\n        result['error'] = 'configuration'\n    except ImportError:\n        result['error'] = 'dependency_missing'\n    except ProviderFailure:\n        result['error'] = 'provider_image_error'\n    except (ValueError, TypeError, AttributeError):\n        result['error'] = 'configuration_or_schema'\n    except Exception:\n        # Never print provider exception strings, credential paths or image contents.\n        result['error'] = 'unexpected_failure'\n    result['elapsed_ms'] = round((monotonic() - start) * 1000)\n    return result\n\n\nif __name__ == '__main__':\n    output = run()\n    print(json.dumps(output, ensure_ascii=False, allow_nan=False))\n    sys.exit(0 if output['status'] == 'ok' else 1)\n","scope":{"en":"One local image sent to cloud LABEL_DETECTION. Generic labels only; OCR, boxes, video and custom defects need separate adapters and validation.","zh-TW":"將一張本地影像送往雲端 LABEL_DETECTION；僅取得一般標籤，OCR、框線、視訊與自訂缺陷需另設轉接器與驗證。"},"setup":{"en":"Use an isolated Python environment; install google-cloud-vision and google-auth, then freeze the resolved versions. Select a Google Cloud project with billing and Vision API enabled. For local development run gcloud auth application-default login, then gcloud auth application-default set-quota-project YOUR_PROJECT_ID; your identity needs serviceusage.services.use on that project. Set GOOGLE_CLOUD_QUOTA_PROJECT and IMAGE_PATH. Save as google_vision_smoke.py and run python google_vision_smoke.py. For deployed workloads use an authorized attached/federated identity. The SDK uses ADC; an API key is not this example’s authentication method.","zh-TW":"使用獨立 Python 環境，安裝 google-cloud-vision 與 google-auth，固定解析後版本。選定已啟用計費與 Vision API 的 Google Cloud 專案。本地開發執行 gcloud auth application-default login，再執行 gcloud auth application-default set-quota-project YOUR_PROJECT_ID；身分需具備該專案的 serviceusage.services.use。設定 GOOGLE_CLOUD_QUOTA_PROJECT 與 IMAGE_PATH，另存為 google_vision_smoke.py，執行 python google_vision_smoke.py。部署使用授權的附掛／聯邦身分。SDK 使用 ADC；此範例不採 API key 認證。"},"decisions":[[{"en":"Output contract","zh-TW":"輸出契約"},{"en":"status is ok/error. data is a validated label/score array (empty is valid) or null on failure. error is a redacted category. Scores remain on 0–1; model_version is null because the returned response does not expose a pinned model revision.","zh-TW":"status 為 ok／error；data 為已驗證的 label／score 陣列（可空），失敗時為 null。error 為去敏後分類。分數保持 0–1；回應未提供固定模型修訂版，因此 model_version 為 null。"}],[{"en":"Authentication / configuration","zh-TW":"認證／設定"},{"en":"Keep credentials server-side; do not commit ADC files or service-account keys. Verify quota project, API enablement and billing independently. The sample caps local input at 5 MiB; this is our policy, not a provider limit.","zh-TW":"憑證留在伺服器端，不提交 ADC 檔或服務帳戶金鑰。分別核對 quota 專案、API 啟用及計費。範例本地輸入上限 5 MiB 是本站政策，非供應商限制。"}],[{"en":"Failure and time budget","zh-TW":"失敗與時間預算"},{"en":"No automatic RPC retries; timeout=30 bounds the RPC, not credential discovery or the entire process. Use a supervised process deadline. Distinguish credentials/permission, quota, deadline, invalid request and per-image errors before deciding whether to retry.","zh-TW":"關閉 RPC 自動重試；timeout=30 限制 RPC，不涵蓋憑證搜尋與完整程序，需另加外部程序截止時間。先區分憑證／權限、配額、逾時、無效請求及逐張影像錯誤，再決定是否重試。"}],[{"en":"Acceptance gate — proposed","zh-TW":"建議驗收門檻"},{"en":"Prepare 20 authorised representative images and a human-labelled baseline. Measure precision at an agreed threshold and p95 latency; test blank/corrupt input, denied permission and timeout. Require zero silent failures. A general-object score cannot certify defect-free production.","zh-TW":"準備 20 張授權代表影像及人工標註基準；以約定門檻量測精確率與 p95 延遲，測試空白／毀損輸入、拒絕權限及逾時；要求零筆隱藏失敗。一般物件分數不能認證產線無缺陷。"}],[{"en":"Cost / data path","zh-TW":"成本／資料流"},{"en":"Image bytes are sent to Google Cloud. Count selected features per image/page and include surrounding storage/compute costs. Record sample ID, SDK version, feature, time and endpoint without logging image bytes or credentials. No live cost, latency or quality benchmark is available yet.","zh-TW":"影像位元組送至 Google Cloud。依各影像／頁面選用功能計算，另納入儲存與運算成本。記錄樣本識別、SDK 版本、功能、時間及端點，不記錄影像位元組或憑證。目前沒有實測成本、延遲或品質基準。"}]]},"schema_version":"1.0.0","type":"development-proposal","product_id":"industrial-api:GoogleCloudVision","name":"Google Cloud Vision API","provider":"Google Cloud","url":"https://smart-tools.ai/product/GoogleCloudVision","localized_urls":{"en":"https://smart-tools.ai/product/GoogleCloudVision","zh-TW":"https://smart-tools.ai/zh-tw/product/GoogleCloudVision"},"category":"vision","capability_id":"cap:computer-vision","technology_hub":"https://smart-tools.ai/industrial-ai/computer-vision","interface_kind":"API","deployment":"cloud","official_documentation":"https://docs.cloud.google.com/vision/docs","sources":["https://docs.cloud.google.com/vision/docs","https://about.google/company-info/","https://docs.cloud.google.com/vision/docs/libraries","https://docs.cloud.google.com/vision/docs/reference/rest/v1/images/annotate","https://docs.cloud.google.com/vision/docs/labels","https://docs.cloud.google.com/vision/docs/ocr","https://docs.cloud.google.com/vision/docs/object-localizer","https://docs.cloud.google.com/vision/docs/pdf","https://docs.cloud.google.com/vision/docs/batch","https://docs.cloud.google.com/vision/docs/detecting-safe-search","https://docs.cloud.google.com/vision/docs/detecting-web","https://docs.cloud.google.com/vision/docs/detecting-properties","https://docs.cloud.google.com/vision/docs/authentication","https://docs.cloud.google.com/python/docs/reference/vision/latest/google.cloud.vision_v1.services.image_annotator.ImageAnnotatorClient","https://cloud.google.com/vision/pricing","https://docs.cloud.google.com/vision/quotas","https://docs.cloud.google.com/vision/docs/data-usage"],"source_review":{"level":"P1","status":"official-source-reviewed","checked_at":"2026-10-08"},"provider_summary":{"en":"Extract image labels and text through a managed vision service.","zh-TW":"利用雲端視覺服務擷取影像標籤與文字。"},"proposed_product":{"en":"Equipment label reader","zh-TW":"設備標籤辨讀工具"},"feasibility":{"tier":"prototype","rationale":{"en":"Test one documented operation with a small real sample after access is confirmed. This is a development judgment, not a delivery estimate.","zh-TW":"確認存取後，用少量真實樣本測試一個有文件的操作。此為開發判斷，不是交期估算。"},"basis":"development-judgment;not-traffic-ranked"},"proposed_inputs":{"en":"A small authorized image dataset, task definition and reference annotations.","zh-TW":"少量經授權影像、任務定義與參考標註。"},"proposed_deliverable":{"en":"A reviewable result with image references, labels or annotation state; keep original files.","zh-TW":"可審核的影像引用、標籤或標註狀態；保留原始檔案。"},"acceptance_criterion":{"en":"Compare the supported operation against a labeled sample; report errors and missing results separately.","zh-TW":"用已標註樣本比對支援的操作；錯誤與缺漏結果分開呈現。"},"dependencies":{"en":"Dataset access, image rights and a supported model or annotation project.","zh-TW":"資料集存取、影像使用權與支援的模型或標註專案。"},"integration_condition":null,"proposed_adapter_envelope":{"provider":"Google Cloud","operation":"chosen-documented-operation","source_url":"https://docs.cloud.google.com/vision/docs","captured_at":"ISO-8601 timestamp","status":"ok|pending|unknown|failed","data":"provider response mapped by the team","evidence":"source references","errors":"explicit error details"},"adapter_envelope_status":"proposed-internal-contract;not-a-provider-response","development_status":"concept-specification","integration_test":"not-run","pricing_status":"provider-terms-review-required","estimate_status":"requires-access-and-sample-validation","traffic_status":"not-measured-in-this-assessment","measurement_events":["product_view","product_to_docs","product_to_spec","bridge_to_industrial_ai"]}