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Case 10 · OpenClaw per project

An agent for every project. Living context, clear tasks and less chaos.

A project won't fit in a one-off prompt. It has goals, decisions, documents, changes, meetings, files, questions and pending work. With OpenClaw you can create specialized agents so every project has its own operational teammate.

One subscription, several teammate agents.

You start with your initial agent and, within that same subscription, you can create more agents that work as specialized teammates: one for a website, one for a campaign, one for a client, one for documentation or development.

The difference

It's not a consultancy that hands over a PDF. It's an agent that stays working.

Traditional consulting tends to frame the problem and propose a roadmap. An agent per project can support the execution: remembering decisions, preparing deliverables, reviewing materials, opening tasks, documenting progress and helping you not lose the thread.

Context specific to the project

Goals, documentation, tone, files, links, decisions and criteria. The agent doesn't start from scratch every time you talk to it.

Concrete tools and tasks

It can research, write, review, organize information, prepare changes, generate documentation or help you turn a conversation into actionable work.

Memory and continuity

When you come back to the project, the agent holds the thread: what was decided, what's missing, what got blocked and what the next step could be.

Human supervision

The agent speeds things up and makes suggestions, but you keep the judgment: you approve changes, set priorities and draw limits.

Clear examples

Each project can have an agent with a different mission.

The point isn't “having lots of chats”. The point is that each agent has context, rules and a practical role within the real work.

New website project

The agent knows the page map, the positioning, the copy, the design decisions and the pending tasks.

  • prepares landing pages and copy blocks
  • spots inconsistencies between pages
  • suggests SEO and conversion improvements

Client project

An agent per client keeps the history organized: brief, agreements, deliverables, questions, upcoming meetings and materials.

  • summarizes important calls and emails
  • prepares proposals and follow-ups
  • turns scattered notes into tasks

Development project

The agent works with the repository, documentation, bugs, technical decisions and validation criteria.

  • explains parts of the code
  • prepares issues and tests
  • reviews changes before deploying

Marketing project

An agent can keep the calendar, the landing page, the emails, the audiences, the results and the next actions.

  • generates message variants
  • compares campaign performance
  • suggests the next piece of content

Internal automation project

The agent understands processes, tools, owners and exceptions. It's useful for turning repeated routines into clearer flows.

  • documents processes step by step
  • prepares scripts or checklists
  • spots bottlenecks

Documentation project

When information is scattered, the agent helps keep documentation useful, up to date and easy to look up.

  • organizes decisions
  • updates internal guides
  • prepares executive summaries
Very important

Your initial agent doesn't have to work alone.

With a single subscription you can create teammate agents alongside your initial agent. This lets you go from “one assistant for everything” to a small network of agents specialized per project, without setting up a complex structure from day one.

For example: your main agent can be the entry point and, when a task belongs to a website, a campaign, a client or a development effort, lean on the teammate agent that already has that context.

01
Initial agententry point, judgment and coordination
active
02
Web projectstructure, SEO, content
teammate
03
Client Abrief, agreements, deliverables
teammate
04
Internal productroadmap, bugs, documentation
teammate
Before / after

From scattered projects to projects with memory.

Before

Everything is mixed across chats, emails and documents.

Every meeting starts by recovering context.

Decisions get lost or live in someone's head.

A generic AI answers, but doesn't know the project.

With agents per project

Each project has its own context, memory and rules.

The agent prepares tasks, summaries and deliverables.

The initial agent can coordinate with specialized teammates.

You decide, supervise and stay in control.

A generic AI answers. An agent per project supports the execution.

That's the leap: going from one-off questions to a way of working with context, continuity and operational capability.

Frequently asked questions

What people ask

Can I have a different agent for each project?

Yes. You start with your initial agent and, within the same subscription, you can create more agents that work as specialized teammates, each with its own mission and context.

Does the agent remember the project between sessions?

Yes. It keeps context and memory: when you come back, it holds the thread (what was decided, what's missing, what got blocked and where it picks up next).

How is it different from a consultancy?

It doesn't hand over a PDF and leave: it's an agent that stays working inside the project, with its context, tools and continuity.

Who decides what gets done?

You do. The agent speeds things up and makes suggestions, but you keep the judgment: you approve changes, set priorities and draw the limits.

Next step

Pick a project and give it its own agent.

A website, a client, a campaign, a development effort or an internal automation. Start with your initial agent and create specialized teammates when the project calls for it.

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