Overview

Kajoo Agentic is a multi-agent orchestration platform purpose-built for DXP delivery. It gives agencies and enterprise teams a coordinated team of AI agents that can plan, build, migrate, and validate digital experiences — working within your existing tools, repositories, and DXP environments.

This section of the docs covers Kajoo Agentic Delivery. If you're looking for the Kajoo Visual Builder (design-to-code canvas, Figma integration, design systems), see Kajoo Visual Builder.

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How it relates to Kajoo Classic

Kajoo has two modes: Kajoo Classic (the visual canvas and DX Builder) and Kajoo Agentic (the multi-agent delivery platform). They coexist in the same application — you can switch between them. Kajoo Agentic is the newer, AI-native layer, and the long-term direction of the platform.

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Core concepts

Understanding four concepts will orient you to everything else in this documentation.

Workspace

A workspace is the container for a delivery engagement. It holds the agents, connections, skills, and configuration needed to complete a specific job — for example, migrating a Sitecore XP site to SitecoreAI CMS (XMC), or automating day-to-day component development.

Each workspace connects to the external systems it needs: source and target code repositories (GitHub or Azure DevOps), source and target Sitecore instances, and any other services the agents require. One workspace typically maps to one site or one project.

Your organization can have multiple workspaces — one per site, one per engagement, or one per use case.

Agents

Agents are the workers inside a workspace. Each agent has a specific role, a set of tools it can call, skills it can draw from, and an LLM assigned to it based on the nature of its work. Agents in a workspace collaborate: orchestrator agents coordinate the work and manage your conversation, while sub-agents execute specific tasks — analyzing code, migrating a component, pushing content, converting a rendering.

You interact with orchestrator agents directly. Sub-agents work in the background, called by orchestrators as needed.

Every tool an agent uses can be configured for human-in-the-loop behavior — set to auto-approve for routine operations, or set to require your confirmation before proceeding. You stay in control of how much the agents do autonomously.

Skills

Skills are curated knowledge packages attached to agents. They contain the DXP-specific context, rules, and patterns an agent needs to do its job correctly — things like how Sitecore templates map to SitecoreAI CMS (XMC) components, or how to structure a headless SXA layout. Skills are what make Kajoo agents DXP-aware rather than generic.

Recipes

A recipe is a pre-configured workspace template for a specific use case. When you create a workspace from a recipe, Kajoo automatically provisions the right agents, connects the required MCP servers, loads the appropriate skills, and presents a setup wizard to connect your environments.

Recipes encode hard-won delivery knowledge — the agent structure, tool permissions, phase sequencing, and guardrails for a particular type of work. You don't build that from scratch; you start from a recipe and connect your project.

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You can also build a workspace from scratch, wiring up your own custom agents, connections, and skills for bespoke workflows. Recipes are the fast path for supported use cases.

For a deeper explanation of workspaces, agents, skills, and recipes — including how to configure and extend them — see Getting Started.

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Available recipes

Kajoo Agentic ships with one production recipe today. A broader library is actively in development across three recipe categories.

Production

Coming soon

Recipe Builder

Kajoo Agentic will include a Recipe Builder directly inside the workspace — allowing teams to remix existing recipes, customize agent configurations, and compose entirely new recipes for their own delivery workflows. Recipes built in the platform can be saved, reused across projects, and shared within your organization.

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A secure enterprise gateway to AI

Kajoo Agentic is not just a delivery tool — it is a governed enterprise gateway to AI for DXP teams.

All LLMs used by Kajoo agents are provisioned and managed through Azure AI Foundry, giving enterprise organizations centralized control over model access, data security, compliance, and auditability. Teams that operate in restricted AI environments — where direct access to public LLM services is limited or governed — can access the full capability of leading AI models through Kajoo's secure, audited layer.

Each agent is assigned the right model for its task. Lightweight planning and orchestration tasks use smaller, faster models. Code migration, synthesis, and reasoning tasks use more capable models. The platform routes automatically — you don't manage model selection per request.

Not every task runs through an LLM. For high-volume operations — like migrating tens of thousands of content items — agents generate and execute scripts in a managed sandbox rather than processing each item through a language model. The agent manages the process, monitors progress, handles retries, and reports back. This keeps token usage purposeful and execution fast.

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Your role

Kajoo Agentic is designed around a reviewer model. Agents propose and execute — you review, approve, redirect, or stop. You don't write migration code or manually configure DXP schemas. You verify that what the agents produced is correct, and the agents proceed only when you're satisfied.

At any point you can ask questions, give instructions, or redirect. The agents work with you, not around you.

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What's next