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The Deepgram API will make a POST request to this url once transcription is completed.\n- Diarization - include speaker changes in the transcript.\n- Keywords - Uncommon proper nouns or other words to transcribe that are not a part of the model’s vocabulary. These follow this format `keyword:intensifer`.\n\n---\n\nIf a Callback URL is NOT provided, the operation returns a JSON object containing the transcript, a breakdown of each word and timestamp, a paragraph-formatted transcript, and a breakdown of each paragraph and timestamp.\n\n![The output showing a JSON object containing a transcript and words.](https://raw.githubusercontent.com/directus-labs/extensions/main/packages/ai-transcription-operation/docs/output.png)\n\nYou can use the operation to then save the result to a file description or item, or run further automation on the output.\n\n---\n\nIf a Callback URL is provided, the operation does not wait for the transcript to finish generation. It immediately returns a JSON object containing the `request_id` provided by the Deepgram API and a message confirming successful submission.\n\n![The output showing a JSON object containing a confirmation message and request_id.](https://raw.githubusercontent.com/directus-labs/extensions/main/packages/ai-transcription-operation/docs/callback.png)\n\nThe `request_id` should be stored and used to identify the incoming transcript from Deepgram.\n\nOnce the transcript has been generated, the Deepgram API will make a `POST` request to the Callback URL you have provided.  The `request_id` will be included in the metadata of that request.\n\nMake sure that your Callback URL is configured to accept and handle the response from Deepgram's API. This could be another Directus Flow with an incoming Webhook Trigger or some other system.\n\n\n## Output\n\nIf no Callback URL is provided, the operation outputs a JSON object with the following structure:\n\n```json\n{\n    \"confidence\": 0.9995117,\n    \"transcript\": \"Hi. This is a long string with the full transcript. Complete with punctuation and capitalization.\"\n    \"words\": [\n        {\n            \"confidence\": 0.9995117,\n            \"word\": \"word\",\n            \"punctuated_word\": \"Hi.\",\n            \"start\": 0.08,\n            \"end\": 0.3999998,\n        }\n    ],\n    \"paragraphs\": {\n        \"transcript\": \"Hi.\\n\\nThis is a long string with the full transcript.\\n\\nComplete with punctuation and capitalization.\",\n        \"paragraphs\": [\n            {\n                \"sentences\": [\n                    {\n                        \"start\": 0.08,\n                        \"end\": 0.3999998,\n                        \"text\": \"Hi.\"\n                    }\n                ],\n                \"num_words\": 14,\n                \"start\": 0.08,\n                \"end\": 0.7075\n            }\n        ]\n    }\n}\n```\n\nIf a Callback URL is provided, the operation outputs a JSON object with the following structure:\n\n```json\n{\n  \"request_id\": \"42fc4c2b-09b3-4f5f-af04-3d1c9e9dc185\",\n  \"message\": \"Transcription request submitted for processing.\"\n}\n```\n\n## Flow Setup\n\n### Automatically Transcribe New Files\n\nCreate a Flow with an **Event Hook** action trigger and a scope of `files.upload`. Use the AI Transciption operation, setting the File URL to `https://your-directus-project-url/assets/{{ $trigger.key }}`, being sure to provide your specific Directus Project URL.\n\nThis will work if your file is public, but if it isn't, you can append `?access_token=token` to the File URL, replacing the value with a valid user token that has access to the file.\n\nThis operation will trigger on every new file upload, regardless of location or filetype. You may wish to add a conditional step between the trigger and transcription operation. The following condition rule will check that the file is audio:\n\n```json\n{\n    \"$trigger\": {\n        \"payload\": {\n            \"type\": {\n                \"_contains\": \"audio\"\n            }\n        }\n    }\n}\n```\n\n### Transcribe On-Demand\n\nCreate a Flow with a **Manual** trigger and select a collection with a file field, which should contain an audio file. Set the Location to Item Page Only. To receive the file ID create a **Read Data** operation for the same collection, setting IDs to `{{ $trigger.body.keys[0] }}`.\n\nUse the AI Transciption operation, setting the File URL to `https://your-directus-project-url/assets/{{ $last.file_field_name }}`, being sure to provide your specific Directus Project URL and file field name.\n",31,1,1414,"operation",{"description":415,"featured_image":416,"formatted_description":415,"formatted_name":417,"host_version":392,"id":418,"images":419,"last_updated":421,"license":398,"name":373,"published_at":422,"publisher":423,"readme":424,"recent_downloads_30_days":425,"recent_downloads_7_days":426,"sandbox":334,"total_downloads":427,"type":413},"Use Deepgram's Text Intelligence API to understand the meaning behind text.","https://raw.githubusercontent.com/directus-labs/extensions/main/packages/ai-text-intelligence-operation/docs/options.png","AI Text Intelligence Operation","90d21bb6-a483-4f84-9356-9f5441e903a8",[416,420],"https://raw.githubusercontent.com/directus-labs/extensions/main/packages/ai-text-intelligence-operation/docs/output.png",1734520388,1710316681,{"github_avatar_url":401,"github_bio":402,"github_blog":403,"github_company":404,"github_location":405,"github_name":406,"github_username":407,"id":408,"username":407,"verified":334},"# AI Text Intelligence Operation\n\nAnalyze text within Directus Flows with this custom operation, powered by Deepgram. Understand intents, sentiment, topics, and generate a summary.\n\n![The AI Text Intelligence operation, showing a Deepgram API Key field and a text field](https://raw.githubusercontent.com/directus-labs/extensions/main/packages/ai-text-intelligence-operation/docs/options.png)\n\nThis operation contains two required configuration options - a [Deepgram API Key](https://console.deepgram.com), and some text. It returns a JSON object containing sentiment average and per segment, intent per segment, topics per segment, and an overall summary of the text.\n\n![The output showing a JSON object containing a summary and topics.](https://raw.githubusercontent.com/directus-labs/extensions/main/packages/ai-text-intelligence-operation/docs/output.png)\n\n## Output\n\nThis operation outputs a JSON object with the following structure:\n\n```json\n{\n    \"summary\": {\n        \"text\": \"Jake calls the Honda dealership and speaks with Josh about the new Honda Civic 2023. Jake schedules a test drive for the hybrid model on Friday and provides his contact information. Josh confirms the appointment and tells Jake to call if he has any further questions.\"\n    },\n    \"topics\": {\n        \"segments\": [\n            {\n                \"text\": \"Hi I'm calling to get a refund on my recent purchase. Sure I'd be happy to help you with that. What was the number for you order?\",\n                \"start_word\": 0,\n                \"end_word\": 26,\n                \"topics\": [\n                    { \"topic\": \"Refund\", \"confidence_score\": 0.91318 },\n                    { \"topic\": \"Order Number\", \"confidence_score\": 0.95342 }\n                ]\n            }\n        ]\n    },\n    \"intents\": {\n      \"segments\": [\n        {\n          \"text\": \"I also need to update my address.\",\n          \"start_word\": 12,\n          \"end_word\": 18,\n          \"intents\": [\n            {\n              \"intent\": \"Update address\",\n              \"confidence_score\": 0.6320186\n            }\n          ]\n        }\n      ]\n    },\n    \"sentiments\": {\n      \"segments\": [\n        {\n          \"text\": \"Hi. Thank you for calling from premier phone services.\",\n          \"start_word\": 0,\n          \"end_word\": 8,\n          \"sentiment\": \"positive\",\n          \"sentiment_score\": 0.7380304336547852\n        }\n      ],\n      \"average\": {\n        \"sentiment\": \"positive\",\n        \"sentiment_score\": 0.39790084145285864\n      }\n    }\n}\n```\n",20,0,1186,{"id":98,"title":429,"description":430,"image":431,"external_url":8,"icon":8,"badge":8,"page":432,"resource":8},"Built With Directus","See what everyone's been building with Directus","e658de72-fb08-4ed2-8029-215c712c789e",{"permalink":433},"/built-with-directus",{"id":159,"title":435,"description":436,"image":437,"external_url":438,"icon":439,"badge":440,"page":8,"resource":8},"Directus TV","Go down the rabbit hole with hours of original video content from our team. ","ab70faf5-fc28-4608-a7e7-74fd4f020a9d","/tv","connected_tv","Video",{"id":442,"icon":439,"content":443,"link":444},"812bf73d-ebfb-4246-9538-937a09a0c795","Learn more about our native MCP","https://directus.io/mcp",{"alignment":446,"style":447,"experiment_enabled":267,"experiment":8,"experiment_variant":448,"buttons":451,"variants":461},"center","default",{"id":449,"key":450,"experiment":8},"8c4951b4-a6f9-4c06-9f71-fd39a3bdad1e","control",[452,455,458],{"id":453,"block_button_id":454},15,"358b0659-1f05-4427-bd1c-4bc03a43c182",{"id":456,"block_button_id":457},16,"9df3f40e-6272-4ec6-a0d7-cc29265e087c",{"id":459,"block_button_id":460},232,"1b444c23-b593-4391-9410-4ca5d2c7a7cb",[462],{"id":463,"alignment":446,"style":447,"buttons":464,"experiment_variant":471},"e1885d45-3119-41a3-8294-3cd796ea6f02",[465,468],{"id":466,"block_button_id":467},203,"ade37731-147d-48c4-864a-cec007576362",{"id":469,"block_button_id":470},202,"1cb4e89f-f7de-4b46-bbb8-080191517a72",{"id":472,"key":473},"66d2be4f-2492-4944-8060-039c15515918","variant",{"id":454,"external_url":8,"label":475,"color":476,"outline":267,"icon":8,"size":477,"target":478,"ph_event":8,"page":479,"resource":8},"Book a Demo","primary","medium","_self",{"permalink":480},"/demo",{"id":457,"external_url":482,"label":483,"color":484,"outline":267,"icon":8,"size":477,"target":478,"ph_event":8,"page":8,"resource":8},"https://directus.cloud/account/register","Get Started","secondary",{"id":460,"external_url":68,"label":486,"color":484,"outline":334,"icon":487,"size":477,"target":478,"ph_event":8,"page":8,"resource":8},"Log In","arrow_forward"]