Support Ticket Classification & Routing
New HubSpot support tickets are analyzed for sentiment and intent.
This directory currently includes 30 recipes for the transact / negotiate pattern, across 10 roles. Transact and negotiate agents take action around a commitment, such as a booking, purchase, price, or other exchange. They are among the most sensitive agent patterns because the output can affect money, access, inventory, or a relationship. The examples show bounded workflows where rules, limits, and confirmations are part of the design. This pattern is useful when the action space is clear and the value of speed is real, but it should never be treated as a license for opaque autonomy. Define allowed actions, price or policy boundaries, identity checks, approval thresholds, and a complete record of what happened. Start with a low-risk transaction or a preparation step, then expand only when controls and exception handling are proven. Every example makes its inputs, output, and handoff concrete, so you can compare real workflow boundaries before adapting the pattern to your own tools and process.
New HubSpot support tickets are analyzed for sentiment and intent.
Accepts booking requests via REST API, validates against business hours and conflicts.
Polls Discord for bot mentions from authorized users and forwards them to an AI webhook, then replies with the response.
Automates Telegram Stars invoicing, pre-checkout approvals, transaction logging in Google Sheets, and refunds via user ID.
Triggers on new bookings via webhook, validates contact info, and sends personalized SMS reminders through Twilio.
Imports new products from a Google Sheet into Shopify by mapping columns like title, price.
Daily automation checks low stock against reorder thresholds, prevents duplicate POs, calculates optimal quantities.
Every 6 hours, the agent checks stock and sales to predict demand via AI, then auto-orders from suppliers and logs everything in your ERP.
Inbound WhatsApp insurance inquiries are qualified via conversational AI.
Monitors abandoned Shopify carts and runs a timed multi-channel recovery sequence via email, SMS, and WhatsApp with dynamic discounts.
Handles voice bookings, orders, and info requests by extracting details via VAPI and saving them to PostgreSQL with immediate voice...
Automates service orders from webhook to supplier confirmation with Stripe payment checks and 4-hour SLA escalation.
Periodically checks Shopify for abandoned carts, verifies phone numbers via Rapiwa.
On successful payment, it validates the amount, generates a Net 30 invoice PDF, emails it to the customer, saves it to Drive.
Triggers on new bookings via webhook, validates contact info, and sends personalized SMS reminders through Twilio.
Automates approval requests by creating a pending record in Baserow, emailing the approver via SendGrid, and updating status upon decision.
New Typeform submission with a phone number triggers an immediate personalized voice call via Vapi AI.
After an event, the agent enriches attendee data with LinkedIn insights, scores lead priority using GPT-4.
Monitors your Google Sheet for lead status changes to send booking or proposal emails, append new clients, and calculate delivery duration.
Engages leads across WhatsApp, Instagram, Facebook, Telegram, and web chat using RAG for answers, Airtable for CRM.
Monitors abandoned Shopify carts and runs a timed multi-channel recovery sequence via email, SMS, and WhatsApp with dynamic discounts.
Automates your sales outreach by sending AI-personalized follow-ups via Gmail, pausing sequences when prospects book calls.
On successful payment, it validates the amount, generates a Net 30 invoice PDF, emails it to the customer, saves it to Drive.
When a new demo booking appears in Google Calendar, this workflow automatically sends the event details to Meta's Conversion API to track...
New lead captured? The agent calls them immediately via youratlas.com, asks qualifying questions, and scores their readiness to buy.
Accepts WhatsApp voice commands to schedule calendar events, send emails, or query a knowledge base via an automated AI agent.
Accepts booking requests via REST API, validates against business hours and conflicts.
Monitors your Google Sheet for lead status changes to send booking or proposal emails, append new clients, and calculate delivery duration.
Engages leads across WhatsApp, Instagram, Facebook, Telegram, and web chat using RAG for answers, Airtable for CRM.
When a Calendly call is booked, the agent generates an AI proposal deck, creates a Stripe payment link.
New lead captured? The agent calls them immediately via youratlas.com, asks qualifying questions, and scores their readiness to buy.
When candidates score above 70 in your resume sheet, it emails them a Calendly link and creates a screening task in ClickUp.
Polls a Google Sheet for rows marked 'To send', sends personalized SMS via Twilio, and updates the sheet with success or error status.
Automates approval requests by creating a pending record in Baserow, emailing the approver via SendGrid, and updating status upon decision.
Accepts booking requests via REST API, validates against business hours and conflicts.
Polls Discord for bot mentions from authorized users and forwards them to an AI webhook, then replies with the response.
Daily automation checks low stock against reorder thresholds, prevents duplicate POs, calculates optimal quantities.
Every 6 hours, the agent checks stock and sales to predict demand via AI, then auto-orders from suppliers and logs everything in your ERP.
On new lead, it validates quality via LLM, makes an AI phone call to confirm the appointment.
When a journalist applies via webhook, the agent verifies their email, generates a branded digital badge with a QR code.
Automates service orders from webhook to supplier confirmation with Stripe payment checks and 4-hour SLA escalation.
New HubSpot support tickets are analyzed for sentiment and intent.
Accepts WhatsApp voice commands to schedule calendar events, send emails, or query a knowledge base via an automated AI agent.
Send a TikTok link to the bot and receive the watermark-free video along with view counts and author details.
New Typeform submission with a phone number triggers an immediate personalized voice call via Vapi AI.
After an event, the agent enriches attendee data with LinkedIn insights, scores lead priority using GPT-4.
Polls a Google Sheet for rows marked 'To send', sends personalized SMS via Twilio, and updates the sheet with success or error status.
On new lead, it validates quality via LLM, makes an AI phone call to confirm the appointment.
Inbound WhatsApp insurance inquiries are qualified via conversational AI.
Sales reps create quotes and check stock in Odoo by sending plain text messages to a Telegram bot.
Automates your sales outreach by sending AI-personalized follow-ups via Gmail, pausing sequences when prospects book calls.
When a Calendly call is booked, the agent generates an AI proposal deck, creates a Stripe payment link.
Automates Telegram Stars invoicing, pre-checkout approvals, transaction logging in Google Sheets, and refunds via user ID.
When a new demo booking appears in Google Calendar, this workflow automatically sends the event details to Meta's Conversion API to track...
It carries out or prepares a bounded exchange involving a booking, purchase, price, or other commitment.
It can affect money, contracts, inventory, access, or customer relationships, so mistakes have direct consequences.
Use strict limits, identity checks, approvals, logs, exception handling, and clear rules for when the agent must stop.