At Adobe Summit 2026 on April 20, Adobe retired the Experience Cloud name and introduced Adobe CX Enterprise, an agentic-AI platform organized around three pillars — Brand Visibility, Customer Engagement, and Content Supply Chain — built on open Model Context Protocol (MCP) and Agent2Agent endpoints. The headline product is CX Enterprise Coworker, a persistent orchestration layer that runs above 10+ specialist agents now generally available.
The piece that matters most for B2B teams got less airtime. Marketo Engage shipped a native MCP server, and Adobe Journey Optimizer B2B Edition split in two: a new Prime tier anchored on Marketo data at a lower entry price, and the existing product rebranded as Ultimate. Adobe Marketing Agent is GA inside Microsoft 365 Copilot and in beta across Claude Enterprise, ChatGPT Enterprise, Gemini Enterprise, and IBM watsonx Orchestrate. Adobe’s repricing is one visible move inside a broader market-level shift: the 2026 martech landscape’s first sub-1% growth in 15 years shows incumbents bundling AI features down-market while the mid-market vintage gets squeezed out. Hightouch’s $2.75B agentic marketing raise on April 27 is the challenger side of the same squeeze, capital flowing to the agentic-first orchestration layer Adobe is trying to subsume into CX Enterprise from above.
Our read: the CX Enterprise rebrand is the press-release story. The operational story, for anyone running Marketo inside a B2B team, is that your MAP is now addressable from whatever LLM your sales or ops lead already uses, and the next six months of Marketo work looks less like clicking through the UI and more like handing goals to agents.
Key Takeaways
- Adobe rebranded Experience Cloud to Adobe CX Enterprise on April 20, with CX Enterprise Coworker as the orchestration layer above 10+ GA specialist agents.
- Marketo Engage shipped a native MCP server, making Marketo operations callable from Claude, Copilot, and OpenAI agents.
- AJO B2B Edition split into Prime (Marketo-anchored, Q2 2026 GA) and Ultimate (existing product with Real-Time CDP B2B).
- For B2B ops, the shift is from clicking through Marketo to handing outcomes to agents. The open risk is governance.
What Adobe Actually Shipped
The umbrella name disappears. CX Enterprise packages content, engagement, and brand visibility, with Adobe Experience Platform as the unified data layer. Over 20,000 brands run on Adobe, and CX Enterprise Coworker is pitched as the layer that turns goals into coordinated agent actions across the stack.
The Coworker is what differentiates this from last year’s Agent Orchestrator. The 10 specialist agents (Journey, Audience, Site Optimization, Data Insights, and others) handle single tasks. The Coworker is persistent — it holds goals across sessions and coordinates multiple agents toward an outcome. Adobe’s demo showed it accepting “increase cross-sell on loyalty customers by 3%” and assembling the audience, creative, journey, and approvals without further intervention.
AJO B2B Edition Prime, shipping Q2 2026, uses Marketo data as its anchor, creating a maturity ladder: Marketo Engage → AJO B2B Prime → AJO B2B Ultimate (which bundles Real-Time CDP B2B). The dedicated read on AJO B2B Edition Prime unpacks why dropping the Real-Time CDP prerequisite changes the procurement conversation for mid-market Marketo customers and what it means for the next HubSpot or Salesforce evaluation.
Why the Marketo MCP Server Matters
The Marketo MCP server isn’t a new product feature. It’s a protocol layer. What Claude, Copilot, or any MCP-compatible assistant can now do against Marketo: clean and enrich lead lists through a prompt; validate programs against naming conventions before they go live; query live Marketo data in natural language without building a Smart List; create programs and Smart Campaigns from a single prompt; catch broken links and missing tokens before customers see them. OpenAI’s Workspace Agents launch days later confirmed every major AI platform is shipping cross-app agent infrastructure in Q2 2026.
Third-party Marketo MCP servers already exist. Workato, CData, Zapier, and Inflection.io each shipped their own before Adobe’s official one. The difference with the Adobe-native version is that it sits inside Marketo’s security and governance model. Every action the agent takes runs under the user’s existing Marketo permissions and logs to the audit trail.
When we covered Salesforce Headless 360 last week, we described the pattern as platforms becoming callable from anywhere. Adobe just made Marketo the same way, confirming the pattern across the two biggest enterprise B2B vendors within a 10-day window. Salesforce’s Agentforce Marketing update brings that same pattern back into campaign execution, where Marketing Cloud objects can be created through an agent only if the team has scoped MCP access tightly enough. Cordial’s cross-stack headless infrastructure shows that the callable-platform pattern is now reaching independent marketing execution vendors too.
The Governance Question Nobody’s Answering
Enterprise buyers have been skeptical of autonomous agents, and Adobe acknowledged the pushback. Its answer is two oversight modes: Human-in-the-Loop, where a person approves each action before it executes, and Human-on-the-Loop, where the agent runs autonomously within guardrails while humans monitor. Pega’s Customer Engagement Studio governance model extends the same argument across strategy, creative, data science, performance, and compliance agents inside one workspace.
Campaign planning defaults to Human-in-the-Loop. Consumer-facing agents default to Human-on-the-Loop. For B2B marketing ops, Adobe hasn’t clarified which mode applies when a Marketo agent cleans a lead list or pushes a program to production. “It depends on the use case” is where governance failures usually happen.
Our read: treat any MCP-enabled action touching lead data or program activation as Human-in-the-Loop until your team has the logging and rollback discipline to move faster.
What B2B Ops Teams Should Do in the Next 30 Days
Three moves if Marketo is in your stack:
Test the Marketo MCP server in a sandbox first. Adobe’s official MCP is in alpha. Start with read-only queries before giving the agent write access to programs or leads. The Workato, CData, and Inflection.io versions are more mature if you need production stability now.
Map current Marketo work against agent-ready tasks. Lead list hygiene, Smart List creation, program QA, and asset validation are the lowest-risk starting points. Campaign strategy, audience decisioning for paid channels, and anything touching pricing data should stay Human-in-the-Loop even once agents are stable. This is also where broader AI-agent readiness in RevOps crosses over.
Decide on AJO B2B Prime before Q2 pricing lands. If your team runs Marketo Engage standalone and is evaluating AJO B2B, Prime is the easier entry point than jumping to Ultimate. Adobe hasn’t published Prime pricing. When it does, you’ll have roughly two weeks to decide whether to wait or hold the current setup through the next renewal.
The broader pattern: as HubSpot, Salesforce, and now Adobe ship MCP and agent-native interfaces this quarter — see HubSpot’s AEO launch and Breeze outcome pricing — the B2B martech stack is converging on a shape where every platform is addressable from every LLM. Teams that figure out governance first will have a real operating advantage.
Frequently Asked Questions
Adobe CX Enterprise is Adobe’s rebrand of Experience Cloud, announced April 20, 2026. The underlying products (AEP, Marketo, Journey Optimizer, Real-Time CDP) remain, packaged with a new agent orchestration layer called Coworker and native MCP endpoints that make Adobe capabilities callable from Microsoft Copilot, Claude Enterprise, ChatGPT Enterprise, and Gemini Enterprise.
The Marketo MCP server exposes Marketo operations (lead list management, program creation, Smart List generation, program QA, asset validation) as tools an MCP-compatible AI assistant can call. B2B marketing ops teams can handle routine Marketo work through natural-language prompts in Claude or Copilot while staying inside Marketo’s existing permissions and audit trail.
AJO B2B Edition Prime is expected in Q2 2026. Adobe positioned it as a lower-entry version of AJO B2B anchored on Marketo Engage data, creating a maturity path from Marketo Engage to AJO B2B Prime to AJO B2B Ultimate (which bundles Real-Time CDP B2B). Pricing has not been disclosed.
Adobe uses two modes. Human-in-the-Loop means a person approves each agent action, which Adobe defaults to for campaign planning. Human-on-the-Loop means the agent runs autonomously within guardrails, used for consumer-facing agents. Adobe hasn’t specified which applies to Marketo actions, so B2B teams should default to Human-in-the-Loop for anything touching lead data or production.
