Send daily recipe emails automatically
Not sure what to eat tonight? Have recipes emailed to you daily based on your criterial. To run this workflow, you will need to have: A Recipe Search API key from Edamam An active email account with configured credentials To set up your credentials: Set your Edamam AppID and AppKey in the Search Criteria node Select (or create) your email credentials in the Send Recipes node (and set up the to: and from: email addresses while you are at it) To customize the recipes that you receive, open up the Search Criteria node and modify one or more of the following: RecipeCount - the numner of recipes you would like to receive IngredientCount - the maximum number of ingredients you would like each recipe to have CaloriesMin - the minimum number of calories the recipe will have CaloriesMax - the maximum number of calories the recipe will have TimeMin - the minimum amount of time (in minutes) the recipe will take to prepare TimeMax - the maximum amount of time (in minutes) the recipe will take to prepare Diet - Select one of the following options: balanced - Protein/Fat/Carb values in 15/35/50 ratio high-fiber - More than 5g fiber per serving high-protein - More than 50% of total calories from proteins low-carb - Less than 20% of total calories from carbs low-fat - Less than 15% of total calories from fat low-sodium - Less than 140mg Na per serving random - selects a different random diet each day Health - Select one of the following options: alcohol-free - No alcohol used or contained immuno-supportive - Recipes which fit a science-based approach to eating to strengthen the immune system celery-free - does not contain celery or derivatives crustacean-free - does not contain crustaceans (shrimp, lobster etc.) or derivatives dairy-free - No dairy; no lactose egg-free - No eggs or products containing eggs fish-free - No fish or fish derivatives fodmap-free - Does not contain FODMAP foods gluten-free - No ingredients containing gluten keto-friendly - Maximum 7 grams of net carbs per serving kidney-friendly - per serving – phosphorus less than 250 mg AND potassium less than 500 mg AND sodium: less than 500 mg kosher - contains only ingredients allowed by the kosher diet. However it does not guarantee kosher preparation of the ingredients themselves low-potassium - Less than 150mg per serving lupine-free - does not contain lupine or derivatives mustard-free - does not contain mustard or derivatives low-fat-abs - Less than 3g of fat per serving no-oil-added - No oil added except to what is contained in the basic ingredients low-sugar - No simple sugars – glucose, dextrose, galactose, fructose, sucrose, lactose, maltose paleo - Excludes what are perceived to be agricultural products; grains, legumes, dairy products, potatoes, refined salt, refined sugar, and processed oils peanut-free - No peanuts or products containing peanuts pecatarian - Does not contain meat or meat based products, can contain dairy and fish pork-free - does not contain pork or derivatives red-meat-free - does not contain beef, lamb, pork, duck, goose, game, horse, and other types of red meat or products containing red meat. sesame-free - does not contain sesame seed or derivatives shellfish-free - No shellfish or shellfish derivatives soy-free - No soy or products containing soy sugar-conscious - Less than 4g of sugar per serving tree-nut-free - No tree nuts or products containing tree nuts vegan - No meat, poultry, fish, dairy, eggs or honey vegetarian - No meat, poultry, or fish wheat-free - No wheat, can have gluten though random - selects a different random health option each day SearchItem - the general term that you are looking for e.g. chicken
By jasonDocument RAG & chat agent: Google Drive to Qdrant with Mistral OCR
Knowledge RAG & AI Chat Agent: Google Drive to Qdrant Description This workflow transforms a Google Drive folder into an intelligent, searchable knowledge base and provides a chat agent to query it. It’s composed of two distinct flows: An ingestion pipeline to process documents. A live chat agent that uses RAG (Retrieval-Augmented Generation) and optional web search to answer user questions. This system fully automates the creation of a “Chat with your docs” solution and enhances it with external web-searching capabilities. --- Quick Implementation Steps Import the workflow JSON into your n8n instance. Set up credentials for Google Drive, Mistral AI, OpenAI, and Qdrant. Open the Web Search node and add your Tavily AI API key to the Authorization header. In the Google Drive (List Files) node, set the Folder ID you want to ingest. Run the workflow manually once to populate your Qdrant database (Flow 1). Activate the workflow to enable the chat trigger (Flow 2). Copy the public webhook URL from the When chat message received node and open it in a new tab to start chatting. --- What It Does The workflow is divided into two primary functions: Knowledge Base Ingestion (Manual Trigger) This flow populates your vector database. Scans Google Drive: Lists all files from a specified folder. Processes Files Individually: Downloads each file. Extracts Text via OCR: Uses Mistral AI OCR API for text extraction from PDFs, images, etc. Generates Smart Metadata: A Mistral LLM assigns metadata like documenttype, project, and assignedto. Chunks & Embeds: Text is cleaned, chunked, and embedded via OpenAI’s text-embedding-3-small model. Stores in Qdrant: Text chunks, embeddings, and metadata are stored in a Qdrant collection (docaiauto). AI Chat Agent (Chat Trigger) This flow powers the conversational interface. Handles User Queries: Triggered when a user sends a chat message. Internal RAG Retrieval: Searches Qdrant Vector Store first for answers. Web Search Fallback: If unavailable internally, the agent offers to perform a Tavily AI web search. Contextual Responses: Combines internal and external info for comprehensive answers. --- Who's It For Ideal for: Teams building internal AI knowledge bases from Google Drive. Developers creating AI-powered support, research, or onboarding bots. Organizations implementing RAG pipelines. Anyone making unstructured Google Drive documents searchable via chat. --- Requirements n8n instance (self-hosted or cloud). Google Drive Credentials (to list and download files). Mistral AI API Key (for OCR & metadata extraction). OpenAI API Key (for embeddings and chat LLM). Qdrant instance (cloud or self-hosted). Tavily AI API Key (for web search). --- How It Works The workflow runs two independent flows in parallel: Flow 1: Ingestion Pipeline (Manual Trigger) List Files: Fetch files from Google Drive using the Folder ID. Loop & Download: Each file is processed one by one. OCR Processing: Upload file to Mistral Retrieve signed URL Extract text using Mistral DOC OCR Metadata Extraction: Analyze text using a Mistral LLM. Text Cleaning & Chunking: Split into 1000-character chunks. Embeddings Creation: Use OpenAI embeddings. Vector Insertion: Push chunks + metadata into Qdrant. Flow 2: AI Chat Agent (Chat Trigger) Chat Trigger: Starts when a chat message is received. AI Agent: Uses OpenAI + Simple Memory to process context. RAG Retrieval: Queries Qdrant for related data. Decision Logic: Found → Form answer. Not found → Ask if user wants web search. Web Search: Performs Tavily web lookup. Final Response: Synthesizes internal + external info. --- How To Set Up Import the Workflow Upload the provided JSON into your n8n instance. Configure Credentials Create and assign: Google Drive → Google Drive nodes Mistral AI → Upload, Signed URL, DOC OCR, Cloud Chat Model OpenAI → Embeddings + Chat Model nodes Qdrant → Vector Store nodes Add Tavily API Key Open Web Search node → Parameters → Headers Add your key under Authorization (e.g., tvly-xxxx). Node Configuration Google Drive (List Files): Set Folder ID. Qdrant Nodes: Ensure same collection name (docaiauto). Run Ingestion (Flow 1) Click Test workflow to populate Qdrant with your Drive documents. Activate Chat (Flow 2) Toggle the workflow ON to enable real-time chat. Test Open the webhook URL and start chatting! --- How To Customize Change LLMs: Swap models in OpenAI or Mistral nodes (e.g., GPT-4o, Claude 3). Modify Prompts: Edit the system message in ai chat agent to alter tone or logic. Chunking Strategy: Adjust chunkSize and chunkOverlap in the Code node. Different Sources: Replace Google Drive with AWS S3, Local Folder, etc. Automate Updates: Add a Cron node for scheduled ingestion. Validation: Add post-processing steps after metadata extraction. Expand Tools: Add more functional nodes like Google Calendar or Calculator. --- Use Case Examples Internal HR Bot: Answer HR-related queries from stored policy docs. Tech Support Assistant: Retrieve troubleshooting steps for products. Research Assistant: Summarize and compare market reports. Project Management Bot: Query document ownership or project status. --- Troubleshooting Guide | Issue | Possible Solution | |------------|------------------------| | Chat agent doesn’t respond | Check OpenAI API key and model availability (e.g., gpt-4.1-mini). | | Known documents not found | Ensure ingestion flow ran and both Qdrant nodes use same collection name. | | OCR node fails | Verify Mistral API key and input file integrity. | | Web search not triggered | Re-check Tavily API key in Web Search node headers. | | Incorrect metadata | Tune Information Extractor prompt or use a stronger Mistral model. | --- Need Help or More Workflows? Want to customize this workflow for your business or integrate it with your existing tools? Our team at Digital Biz Tech can tailor it precisely to your use case from automation logic to AI-powered enhancements. We can help you set it up for free — from connecting credentials to deploying it live. Contact: shilpa.raju@digitalbiz.tech Website: https://www.digitalbiz.tech LinkedIn: https://www.linkedin.com/company/digital-biz-tech/ You can also DM us on LinkedIn for any help. ---
By DIGITAL BIZ TECHAutomated GLPI ticket deadline alerts via Microsoft Teams
Overview This n8n workflow provides an automated notification system that monitors tickets in GLPI (Gestionnaire Libre de Parc Informatique) and sends proactive alerts through Microsoft Teams when tickets are approaching their expiration dates. Key Features 🕘 Automated Scheduling Daily execution scheduled at 9:00 AM Continuous monitoring without manual intervention Customizable scheduling configuration 🎯 Intelligent Deadline Detection Automatic identification of tickets expiring within the next 2 days Configurable date-based filtering criteria Efficient processing of multiple simultaneous tickets 👥 Targeted Notifications Personalized alerts sent to specific technicians via Microsoft Teams Automatic assignment based on ticket assignee Structured messages with key ticket information 🔧 Complete GLPI Integration Secure connection through GLPI REST API Authentication with application tokens Automatic session management (initiation and closure) Technical Functionalities Data Processing Extraction: Automatic queries to GLPI database Filtering: Ticket separation by assigned technician Transformation: Data formatting for readable notifications Conditional Flow Automatic evaluation of responsible technician Intelligent notification routing Handling of cases without specific assignment Session Management Automatic session initiation with GLPI Secure session token maintenance Controlled session closure upon completion Ticket Information Included Each alert contains: Ticket Title: Clear problem description Ticket ID: Unique identifier for tracking Time Remaining: Days/hours until expiration System Requirements Infrastructure GLPI server with REST API enabled Running n8n instance Microsoft Teams account with API permissions Required Credentials GLPI user with application administrator privileges Valid GLPI application token OAuth2 credentials for Microsoft Teams GLPI User ID Identification For complete workflow configuration, it's necessary to identify the correct IDs of technical users for proper notification assignment. User IDs can be obtained by accessing user management in GLPI and observing the ID directly in the browser URL when selecting a specific user. Path: Administration > Users > [Select User] When clicking on the desired user, you can see the user ID directly in the browser URL (e.g., id=7 for Support Technician 1, id=8 for Support Technician 2). Configuration Environment Variables json{ "glpi_url": "https://your-glpi-server.com", "app_token": "your-application-token-here" } Available Customization Alert Period: Modifiable from 2 days to any desired range Execution Schedule: Configurable according to operational needs Recipients: Adaptable to specific team structure Operational Benefits For Support Teams Reduction of expired tickets Improved response times Proactive workload management For Organizations Higher SLA compliance Increased customer satisfaction Optimized technical support resources Ideal Use Cases IT Service Centers: Incident and request management Technical Support Teams: Critical case tracking Organizations with Strict SLAs: Service agreement compliance IT Departments: Internal ticket monitoring Scalability This workflow is designed to: Handle high ticket volumes Adapt to teams of different sizes Integrate with multiple communication channels Expand with additional functionalities Installation and Deployment Import the JSON workflow into n8n Configure GLPI and Microsoft Teams credentials Update configuration variables Activate the scheduled trigger Perform functionality tests This workflow represents a robust and scalable solution for proactive ticket management in enterprise environments, significantly improving operational efficiency and service commitment compliance.
By Luis HernandezGenerate and send contract documents with Typeform, Google Docs and Gmail
This workflow is designed for teams or freelancers who want to auto-generate and send contracts based on information gathered from a Typeform (e.g., client name, project scope, deadlines). Perfect for HR onboarding, client agreements, or legal operations. Prerequisites To use this workflow, you’ll need: A Typeform account and a published form Access to Google Docs (or use a local document template) Gmail or SMTP email integration in n8n n8n Desktop or a hosted n8n instance How It Works Trigger: Listens for new Typeform submissions. Extract Data: Parses the answers from the form. Generate Contract: Fills a contract template using form inputs. Create PDF: Exports the filled contract as a PDF. Send Email: Sends the PDF to the client’s email address provided in the form. Nodes Used Typeform Trigger – Triggers on form submission. Set Node – Maps form answers into variables. Google Docs (or HTTP Request) – Uses a template to generate the contract. Google Drive / PDF Converter – Converts to PDF (if needed). Email (Gmail/SMTP) – Sends the completed contract to the recipient. Tips Replace the Google Docs template ID with your own. Ensure the variable placeholders (like {{client_name}}) match your document. Use the Cron node instead of Typeform Trigger if you want to poll periodically.
By Abbas AliAI-powered ServiceNow chat triage with GPT-4 — incident & request manager
Automated Incident and Request Management in ServiceNow Who’s it for This workflow is designed for IT teams, service desk agents, and operations managers who use ServiceNow. It reduces manual effort by automatically classifying chat messages as Incidents or Requests, creating/updating them in ServiceNow, and summarizing ticket updates. --- What it does Receives incoming chat messages. Classifies the message as one of: Incident (something broken, unavailable, or a complaint) Request (access, provisioning, product/order related) Follow-ups (incident or request update checks) Update action (user wants to add info to an existing ticket) Everything else (knowledge search / general query). Creates Incidents in ServiceNow via the ServiceNow node. Creates Requests in ServiceNow using the Service Catalog API. Updates existing Incidents with new work notes when the user provides an update. Pulls existing incident/request work notes for summaries. Optionally uses SerpAPI for general queries (if enabled). Returns a concise summary back to the user through the webhook. --- Requirements ServiceNow account with API access (Basic Auth) OpenAI API key (used by the classifier and summarizer) SerpAPI key (optional – for general web lookups)* --- Credentials needed You will need to set up the following credentials in n8n: ServiceNow Basic Auth (username, password, instance URL). OpenAI API (API key). SerpAPI (optional – only if you want web search enabled). --- How to set up Import the workflow JSON into your n8n instance. Create the credentials mentioned above and assign them to the corresponding nodes: Create an incident → ServiceNow Basic Auth HTTP Request1 (for Service Catalog requests) → ServiceNow Basic Auth OpenAI Chat Model / OpenAI Chat Model1 / OpenAI Chat Model2 / OpenAI Chat Model3 → OpenAI API SerpAPI node (optional) → SerpAPI key Adjust the ServiceNow instance URL in the HTTP Request node to match your environment. Deploy the workflow. Send a test chat message to trigger the workflow. --- How to customize Update the classification rules in the Text Classifier node if your organization uses different definitions for incidents vs. requests. Edit the summary prompt in the Summarization Chain to include or exclude specific fields. Add additional notification nodes (Slack, Teams, or Email) if you want updates pushed to other channels. --- Notes & Limitations This workflow creates general requests in ServiceNow using the catalog API. For production, update the Service Catalog item ID to match your environment. “Everything else” category uses SerpAPI. If not configured, those queries will not return results. This workflow requires OpenAI GPT-4.1 mini (or another supported model) for classification and summarization. ---
By RiteshMatch resumes to jobs automatically with Gemini AI and Decodo Scraping
Match Resumes to Jobs Automatically with Gemini AI and Decodo Scraping Sign up for Decodo HERE for Discount This automation intelligently connects candidate profiles to job opportunities. It takes an intake form with a short summary, resume link, and optional LinkedIn profile, then enriches the data using Decodo and Gemini. The workflow analyzes skills, experience, and role relevance, ranks top matches, and emails a polished HTML report directly to your inbox—saving hours of manual review and matching effort. Who’s it for? This template is designed for recruiters, hiring managers, and talent operations teams who handle large candidate volumes and want faster, more accurate shortlisting. It’s also helpful for job seekers or career coaches who wish to identify high-fit openings automatically using structured AI analysis. How it works Receive an intake form containing a candidate’s resume, summary, and LinkedIn URL. Parse and summarize the resume with Gemini for core skills and experience. Enrich the data using Decodo scraping to gather extra profile details. Merge insights and rank job matches from Decodo’s job data. Generate an HTML shortlist and email it automatically through Gmail. How to set up Connect credentials for Gmail, Google Gemini, and Decodo. Update the Webhook path and test your form connection. Customize variables such as location or role preferences. Enable Send as HTML in the Gmail node for clean reports. Publish as self-hosted if community nodes are included.
By Fahmi FahrezaComplete Webflow to Pipedrive integration with smart phone formatting
Advanced Form Submission to CRM Automation with International Phone Support Who's it for Sales teams, marketing professionals, and business owners who need sophisticated lead management with international phone number support, automated CRM record creation, intelligent duplicate detection, and multi-channel team notifications. What it does This advanced workflow automatically processes form submissions from your website and creates a complete, intelligent CRM structure in Pipedrive. It transforms raw form data into organized sales records including companies, contacts, deals, and relevant notes while handling international phone number formatting and providing real-time team notifications via Discord and WhatsApp messaging. How it works The workflow follows an intelligent automation process with four distinct scenarios: Form Trigger: Captures form submissions from your website (Webflow in this example) Advanced Phone Processing: Automatically detects and formats international phone numbers with proper country codes for 20+ countries including France, Belgium, Switzerland, Germany, Spain, Italy, Morocco, Algeria, Tunisia, and more Intelligent CRM Logic: Uses a sophisticated 4-scenario approach: Scenario A: Existing Organization + Existing Person - Links records and creates new deal Scenario B: Existing Organization + New Person - Creates person, links to organization, creates deal Scenario C: New Organization + Existing Person - Creates organization, links person, creates deal Scenario D: New Organization + New Person - Creates complete new structure from scratch Enhanced Data Management: Adds lead source tracking, custom properties, and conditional data enhancement Multi-Channel Communication: Sends formatted alerts to Discord and personalized WhatsApp messages to leads Requirements Webflow account (or any platform that supports webhook triggers) Pipedrive CRM account with proper API credentials Team notification service: Discord, Slack, Microsoft Teams, email service, or any webhook-compatible notification tool WhatsApp Business API access for lead messaging International phone number handling capability How to set up Step 1: Configure your form trigger Default setup: The template uses Webflow Form Trigger with site ID configuration Alternative platforms: Replace with webhook trigger for other platforms (WordPress, custom websites, etc.) Webhook configuration: Set up your website's form to send data to the n8n webhook URL Form fields: Ensure your form captures the necessary fields: Prénom (First Name) Nom (Last Name) Entreprise (Company) Mail professionnel (Professional Email) Téléphone pro (Professional Phone) URL du site internet (Website URL) Message Step 2: Configure API credentials Set up the following credentials in n8n: Webflow OAuth2: For form trigger authentication (or webhook authentication for other platforms) Pipedrive API: For CRM record creation and management - ensure proper permissions for organizations, persons, deals, and notes Discord Bot API: For team notifications with guild and channel access WhatsApp Business API: For automated lead messaging with phone number ID configuration Step 3: Customize international phone formatting The "international dialing code" node automatically handles: European countries: France (+33), Belgium (+32), Switzerland (+41), Germany (+49), Spain (+34), Italy (+39), Portugal (+351) North African countries: Morocco (+212), Algeria (+213), Tunisia (+216) Global coverage: US/Canada (+1), UK (+44), and many Asian countries Fallback handling: Defaults to French formatting for unrecognized patterns Error management: Uses +330000000000 as fallback for invalid numbers Step 4: Configure Pipedrive settings Adjust Pipedrive-specific settings in deal creation nodes: Deal pipeline stage: Currently set to default stage (customize for your pipeline) Deal ownership: Configure owner_id for appropriate team member assignment Currency settings: Adjust currency code for your business region Custom properties: Lead source automatically set to "Growth AI" (customize as needed) Step 5: Set up team notifications Configure your preferred notification system: Discord (default): Set guild ID: 1377297267014504520, channel ID: 1380469490139009106 Alternative platforms: Replace Discord node with Slack, Teams, email, or custom webhook Message formatting: Customize notification content and structure Multi-channel setup: Add multiple notification nodes for different channels Step 6: Configure WhatsApp messaging Set up automated lead engagement: Phone number ID: Configure WhatsApp Business API phone number (currently: 752773604591912) Message personalization: Uses prospect's first name and customizable content International compatibility: Works with formatted international phone numbers Message templates: Customize welcome messages and follow-up content How to customize the workflow Form platform integration Webflow: Use the existing Webflow trigger with site ID configuration WordPress: Replace with webhook trigger and configure Contact Form 7, Gravity Forms, or WPForms Custom websites: Set up webhook trigger with your form's POST endpoint Landing page builders: Configure webhook integration (Unbounce, Leadpages, Instapage, etc.) Form field mapping: Adjust the "Data refinement" node for your specific form structure Advanced CRM customization Pipeline management: Configure different stage IDs for various lead sources Lead scoring: Add conditional logic for deal values based on form responses Custom fields: Map additional form fields to Pipedrive custom properties Multiple pipelines: Route different form types to different sales pipelines Ownership rules: Implement round-robin or territory-based assignment logic International phone number expansion The phone formatting system supports extensive customization: Additional countries: Add new country patterns to the JavaScript code Regional preferences: Modify default formatting rules for specific regions Validation rules: Implement stricter phone number validation Carrier detection: Add mobile vs. landline detection logic Notification enhancements Multi-platform notifications: Send to Discord, Slack, Teams, and email simultaneously Conditional notifications: Route different lead types to different channels Rich formatting: Add embeds, attachments, or rich text formatting Escalation rules: Implement priority-based notification routing Integration expansion: Connect to internal tools or third-party notification services Data validation and enrichment Email validation: Add email verification steps before CRM creation Company enrichment: Integrate with data enrichment services (Clearbit, ZoomInfo, Apollo) Duplicate detection: Enhanced logic to check for existing contacts across multiple fields Lead qualification: Implement sophisticated scoring based on form responses and external data Data cleaning: Add standardization for company names, job titles, and other fields Advanced conditional logic features Intelligent scenario routing The workflow uses sophisticated logic to determine the correct processing path: Organization detection: Exact matching search for existing companies Person identification: Full name matching within relevant organization contexts Relationship preservation: Maintains proper links between organizations, persons, and deals Data consistency: Ensures no duplicate records while preserving historical relationships Smart data handling Enhanced conditional processing includes: Phone number intelligence: Automatic international formatting with country detection Message processing: Creates deal notes only when message field contains meaningful content URL handling: Adds website URLs as separate notes when provided Empty field management: Gracefully handles incomplete form submissions Custom property management: Adds lead source tracking and other metadata Error handling and resilience Graceful failures: Workflow continues even if individual steps fail Data validation: Comprehensive checks for required fields before processing Notification reliability: Ensures team is notified even if some CRM operations fail Logging capabilities: Detailed error tracking for troubleshooting Rollback mechanisms: Ability to handle partial failures without data corruption Results interpretation CRM structure created For each form submission, the workflow creates: Organization record: Complete company information with proper formatting Person record: Contact information linked to correct organization with phone formatting Deal record: Sales opportunity with appropriate stage, owner, and metadata Enhanced notes: Separate notes for messages and website URLs when provided Proper relationships: Full linking between organization, person, and deal records Custom tracking: Lead source attribution and other custom properties Team notifications and engagement Comprehensive communication includes: Discord notifications: Formatted team alerts with complete prospect information WhatsApp engagement: Personalized messages to leads with international number support Immediate alerts: Real-time notifications for instant follow-up capability Formatted display: Clean, organized presentation of all prospect data Multi-channel flexibility: Easy adaptation to any notification platform Advanced use cases International lead generation Global forms: Handle submissions from multiple countries with proper phone formatting Multi-language support: Process forms in different languages with consistent data structure Regional routing: Route leads to appropriate regional sales teams based on phone country codes Currency handling: Automatic currency assignment based on detected country Sophisticated lead management Lead scoring: Advanced qualification based on company size, industry, and message content Progressive profiling: Build complete prospect profiles over multiple interactions Engagement tracking: Monitor response rates and optimize messaging Attribution analysis: Track lead sources and optimize marketing spend Enterprise integration Custom CRM fields: Map to complex Pipedrive custom field structures Multiple pipelines: Route leads to different sales processes based on criteria Team assignment: Intelligent routing based on territory, expertise, or workload Compliance handling: Ensure data processing meets regional privacy requirements Workflow architecture details Processing phases Form capture and data extraction: Webflow trigger processes submitted data International phone formatting: Advanced JavaScript processing for global numbers Organization discovery: Intelligent search and creation logic Person management: Sophisticated duplicate detection and relationship management Deal creation: Context-aware opportunity generation with proper associations Enhanced communication: Multi-channel notifications and lead engagement Performance characteristics Processing time: Typically completes within 10-15 seconds for complex scenarios Reliability: Built-in error handling ensures high success rates Scalability: Handles high-volume form submissions without performance degradation Flexibility: Easy customization for different business requirements and CRM configurations Limitations and considerations Platform dependencies: Currently optimized for Webflow and Pipedrive but adaptable Phone number coverage: Supports 20+ countries but may need expansion for specific regions CRM limitations: Requires proper Pipedrive API permissions and rate limit considerations Form structure: Field mapping requires customization for different form designs Language considerations: Currently configured for French field names but easily adaptable Notification dependencies: Requires proper configuration of Discord and WhatsApp APIs for full functionality
By Growth AI