Power AI + Human Conversations with Make

Elevate your customer service by deploying Make AI Agents that dynamically route inquiries, fetch data, and trigger actions across 3,000+ apps.
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Make AI Agents Integration

Bring the power of agentic automation into your omnichannel inbox. By integrating Make AI Agents, your customer support can seamlessly perform complex reasoning, dynamically access tools, and update your business systems across 3,000+ apps without rigid, hardcoded routing.
Transparent Decision Making
Ensure trust with radical transparency. Make's visual canvas and Reasoning Panel let your team see exactly why an AI agent took a specific path, making it easy to audit and refine customer interactions.
Adaptive App Connectivity
Empower your agents to interact with over 3,000 pre-built connectors. Whether fetching order history from a CRM or generating a dynamic invoice, the agent independently selects the right tool for the job.
Multi-Modal Support
Move beyond text-only chats. Allow your customer service AI to accept, analyze, and process PDFs, images, and documents directly within the conversation flow.
Seamless Human Handoff
When nuanced judgment is needed, seamlessly transition the conversation to human agents. Live staff receive the complete chat history and a log of all actions the Make AI Agent already executed.

Make AI Agents vs. Standard Automation Scenarios 🔀

✦ Make AI Agents: Adaptive & Independent

Make AI Agents represent a shift from traditional rigid workflows to agentic AI. Instead of building complex routers with dozens of filter conditions to handle customer requests, you provide the agent with a goal, instructions, and a set of tools (like your CRM, billing system, or a custom knowledge base).

When a customer messages your omnichannel inbox, the AI Agent independently evaluates the context, determines if it needs to fetch external data, and decides which steps to take to resolve the inquiry. It is the ideal solution for handling open-ended conversations, multi-step problem solving, and inquiries that don't fit perfectly into a predefined box. Plus, with Make's signature visual canvas, you get radical transparency—you can view the agent's exact reasoning and tool usage for every single conversation.

✦ Standard Scenarios: Deterministic & Rule-Based

While Make AI Agents handle ambiguity, Standard Scenarios (even those enhanced with simple AI modules) excel at predictable, high-volume processes. If a customer action should always result in the exact same backend sequence—like sending a standard "ticket received" email when a tag is applied—a traditional deterministic workflow is the fastest and most cost-effective method.

You can still use AI within these traditional workflows (for example, dropping an OpenAI module into a scenario to analyze ticket sentiment), but the path the data takes is strictly controlled by the visual routers and filters you have built, rather than the AI's independent reasoning.

⚖️ When to Use Which?

The choice comes down to Flexibility vs. Predictability.

  • Choose Make AI Agents for your customer-facing chat interactions, where users ask unpredictable questions, require contextual data retrieval, and expect conversational problem-solving.
  • Choose Standard Scenarios for strict, background processes where rules are binary (e.g., "If refund > $100, alert management") and execution needs to be entirely deterministic.

By connecting Make with your omnichannel inbox, you can utilize Make AI Agents on the frontlines to converse naturally with customers, while relying on standard scenarios to silently organize the resulting structured data in the background.

Connect Your Favorite Communication Channel with Make AI

Streamline customer conversations across channels, with AI support and smooth human transitions.
Instagram + Make AI
Use Make AI's transparent agentic reasoning across 3,000+ apps to automate Instagram and convert highly engaged social media followers.
Messenger + Make AI
Use Make AI's transparent agentic reasoning across 3,000+ apps to automate Messenger and interact with Facebook page visitors and prospective leads.
Telegram + Make AI
Use Make AI's transparent agentic reasoning across 3,000+ apps to automate Telegram and broadcast to tech-savvy, privacy-conscious communities.
Twilio SMS + Make AI
Use Make AI's transparent agentic reasoning across 3,000+ apps to automate Twilio SMS and reach offline users and traditional mobile consumers.
WhatsApp + Make AI
Use Make AI's transparent agentic reasoning across 3,000+ apps to automate WhatsApp and connect with over 2 billion active global users.

Orchestrate dynamic, agentic workflows directly from your chat widget with our seamless Make integration.