Make Agentic Scenarios

What agentic automation means in Make

Make launched Make AI Agents in beta on April 14, 2025 — a new execution mode where scenarios can reason and decide rather than simply executing a fixed sequence of steps. The official announcement describes the shift clearly: traditional Make scenarios follow deterministic paths — if condition A, do action B. Agentic scenarios introduce a reasoning layer where an LLM evaluates inputs, decides what action to take, and can loop or branch based on outputs rather than pre-written rules.

The practical distinction: a standard scenario that routes a support ticket based on keyword matching will always fail on tickets that use unexpected language. An agentic scenario that passes the ticket to an LLM for classification handles novel inputs gracefully, because the routing decision is made by reasoning rather than pattern-matching.

What the integration layer enables

Make AI Agents connect to 2,000+ apps within Make's existing visual integration layer. In August 2025, Make partnered with Agent.AI, integrating 1,700+ specialist agents directly into Make scenarios — extending agentic capability to include research, analysis, and domain-specific intelligence without requiring separate API connections. The partnership announcement describes this as giving Make AI Agents "more flexibility, more power, and complete control inside one visual-first platform."

Make also launched an MCP (Model Context Protocol) Server in 2025, enabling scenarios to call external tools using the emerging standard for agent-to-tool communication. This positions Make within the broader agent infrastructure ecosystem rather than as an isolated automation platform.

The next generation (2026)

In February 2026, Make announced the next generation of Make AI Agents — fully integrated into the core Scenario Builder with a redesigned UI, a reasoning panel, and multimodal input support for documents, images, and audio. The announcement describes the core design principle: agentic automation should be as transparent and inspectable as any other Make scenario — maintaining the visual, auditable quality that makes Make workflows manageable at scale.

Nuevexa builds agentic automation workflows on both Make and n8n, selecting the platform based on workflow complexity, integration requirements, and team preferences. Our Workflow Automation service covers the full build, from agentic scenario architecture through integration and production deployment.