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The Agentic Workflow Shift

Thursday, March 26, 2026·6 min read

The Signal Behind the Tool

Manus AI went from zero to one hundred million in revenue in eight months. Meta acquired the company for billions. Dan Martell called it "non-negotiable" for his entire team after extensive testing.

The temptation when a new AI tool generates this level of signal is to evaluate the tool. That is the wrong frame. The right frame is to evaluate what the tool's capability reveals about where the market is moving — and what that means for operators who build service businesses on top of AI infrastructure.

Here is what Manus reveals: the next layer of AI leverage is not generation. It is action.


The Distinction That Matters

Every AI tool operators have used through 2024 and most of 2025 has been generative — producing text, images, code, summaries, analysis. The operator provides a prompt, the tool returns output, the operator reviews and acts.

Manus operates differently. It does not return output for review. It executes tasks autonomously across web surfaces — filling forms, sending emails, booking calendar events, building websites, monitoring competitors, recovering lost revenue by identifying and actioning opportunities the operator never had to see.

The shift from generation to action is not incremental. It is a layer change.

Generation tools increase the output quality and speed of individual tasks. Action tools eliminate entire categories of human work by handling the execution layer entirely. The operator defines the goal. The system completes the task chain required to reach it.

Martell's specific use cases bear this out: building websites without writing a single line of code, generating unlimited content ideas mapped to actual calendar slots, recovering revenue that operators thought was gone, and competitive intelligence that runs continuously without human involvement.

Each of these represents not a faster way to do a task, but the removal of the operator from the task loop entirely.


What This Means for Service Operators

If you run a marketing agency, consulting firm, or AI implementation business, the agentic workflow shift has two implications that pull in opposite directions.

The compression implication: Services built on execution are approaching commodity pricing faster than most operators have modeled. If Manus can build a functional website autonomously, the operator who charges for web builds based on production time is in a deteriorating position. The execution layer — the work itself — is no longer the scarce resource. Every week that passes, more execution categories enter this zone.

The leverage implication: Operators who understand agentic tools and can deploy them inside client operations are sitting on an extraordinary leverage multiplier. One operator with deep Manus fluency can handle the implementation work of what used to require a team. The margin structure of that business looks different from any agency model built on labor hours.

The key is the distinction between deploying AI for your own operations and deploying AI for client operations. The first reduces your costs. The second reduces your client's costs while increasing your value.

The operators who are already building AI workflow implementations for client businesses are not competing on price. They are competing on speed, results, and proprietary system knowledge that cannot be replicated by a generic AI tool subscription.


The Competitive Dynamics of Agentic AI

Here is the competitive reality that Manus's trajectory makes concrete:

The tools that turn AI into autonomous action are proliferating rapidly. In six to twelve months, agentic AI will be table stakes — available to every operator willing to subscribe. The operators who use that window to build proprietary workflow knowledge, client implementation track records, and documented case studies will have a compounding asset. The operators who wait until the tools are widely adopted will have access to the same tools but none of the proof.

Martell's insight on this is direct: "Tasks that used to take hours or cost thousands of dollars now done in minutes." That compression is already here. It is not a feature announcement for next quarter.


Three Ways Operators Can Position into the Shift

Position one: The implementation operator.

This is the operator who builds agentic workflow implementations inside client businesses. They are not selling the tool — they are selling the configured, operational system mapped to a specific client's workflow. The value is not the subscription. The value is the configuration, the integration, and the ongoing optimization that requires judgment the generic tool cannot provide.

This positioning commands premium pricing because the deliverable is not software. It is a working system that generates measurable outcomes in the client's specific environment.

Position two: The methodology operator.

This is the operator who uses agentic AI to deliver their existing methodology faster and with greater consistency. The GrowthOS framework, the intake process, the optimization sequence — all delivered with AI-powered execution that compresses delivery time and improves output quality.

The competitive advantage here is not the AI. It is the methodology. AI is what makes the methodology scalable. The value is in the documented, proven system that the AI executes.

Position three: The intelligence operator.

This is the operator who builds agentic monitoring and competitive intelligence systems — for themselves or for clients. Continuous market scanning, automated reporting, pattern detection across large data sets. The deliverable is not analysis. It is the ongoing intelligence feed that enables better decisions.


The Risk Operators Underestimate

Every significant technology shift creates two failure modes: operators who ignore it and get displaced, and operators who over-invest in the tool itself and mistake fluency with tools for a sustainable business model.

Manus and its successors are tools. The operators who build sustainable advantages around them are doing so by accumulating proof, building proprietary system knowledge, and serving specific client segments with documented track records.

The tool is the infrastructure. The methodology is the business.

Operators who anchor their positioning to a specific tool — "we use Manus" — are one version update away from a commoditized pitch. Operators who anchor their positioning to a specific outcome — "we reduce your operational overhead by 40 percent using a configured AI workflow system" — have an offer that survives tool churn because it is defined by the client's result, not by the technology used to produce it.

Build for the outcome. Use the tools that produce it.

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