Workflow overview
Why this workflow matters
Improves internal consulting operations and productivity. Relevant for managed services and support workflows.
π‘ Automated Real-Estate Content Generation Workflow This AlekSystem workflow automates turning short user ideas into production-ready real-estate marketing assets (photorealistic images and optional 360Β° videos). A form submission seeds a prompt board β an LLM refines prompts β the refined prompt is sent to an image/video generator β assets are uploaded to Google Drive and an approval email is sent so stakeholders can accept/reject outputs. βοΈ How It Works (High Level) Trigger: User submits the ideation form (On form submission). Record: The raw idea is appended to Google Sheets (Append row in sheet). Refine: An AI agent (LangChain/OpenAI) refines the prompt into a photorealistic prompt and produces captions & variants (AI Agent). Store Refined Prompt: Update the sheet with the improved prompt (Append or update row in sheet). Generate Asset: Send improved prompt to OpenAI image/video generation nodes (Generate an image2 / Generate a video). Upload & Share: Upload resulting files to Google Drive (Upload file / Upload file1) and set sharing permissions (Share file / Share file1). Approval Flow: Email the requester with the asset + improved prompt and wait for approval (Send message and wait for response). Decision: A Switch node routes approved outputs to final storage/notifications and rejected ones back for rework (or sends a failure email). Video Branch: Separate flow β refine β HTTP β video generator β upload β share β update sheet (parallel video pipeline). Quick Setup Guide π Demo & Setup Video π Sheet Template π Course π Nodes of Interest (Quick Reference) On form submission β Form trigger for ideation input Append row in sheet β Initial recording to Google Sheets AI Agent β LangChain/OpenAI agent for prompt refinement Generate an image2 β OpenAI image generation node Upload file / Upload file1 β Google Drive upload nodes Share file / Share file1 β Set file sharing permissions Send message and wait for response β Gmail approval workflow Switch β Approval vs rejection routing Form + AI Agent1 + Generate a video β Video generation pipeline Wait / Wait1 β Handle long-running generation OpenAI Chat Model / OpenAI Chat Model1 β LLM configuration nodes π What You'll Need (Credentials & Access) Google Sheets OAuth2 (sheet access) Google Drive OAuth2 (file storage) OpenAI API Key (image/video + LLM) Gmail OAuth2 (email approvals) AlekSystem webhook/public form access Optional: External HTTP endpoints for video processing π‘ Tip: Store credentials securely in AlekSystem credential manager and avoid hardcoding secrets. β‘ Recommended Settings & Best Practices Model & Prompt Control:** Use strong system prompts enforcing photorealism and real-estate context. Rate Limits & Retries:** Add retry logic with exponential backoff for API calls. Wait Times:** Use Wait nodes for long video generation tasks. File Size & Format:** Standardize image sizes (e.g., 1792Γ1024) and compress videos. Sharing Permissions:** Use view-only links for approvals. Logging & Observability:** Track prompt, model, timestamp in Google Sheets. Security:** Use credential manager, rotate API keys regularly. Cost Control:** Monitor OpenAI usage and apply limits. Input Validation:** Validate prompt length and required fields. π Customization Ideas Property type presets (apartment, villa, office, etc.) Auto-generate captions, hashtags, and listing descriptions Add AI moderation before sharing assets Replace Google Drive with S3 / Cloudflare R2 + CDN Auto-post approved assets to social media or CMS A/B test prompts for performance optimization Multi-language prompt support Slack/Telegram approval dashboard instead of email π·οΈ Tags AlekSystem, automation, real-estate, prompt-engineering, OpenAI, DALLΒ·E, video, google-sheets, google-drive, gmail, approval-flow, image-generation
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