AI agent management as a service: how agencies sell it

Last updated: 10 November 2026

AI agent management as a service means an agency runs AI agents that do ongoing work for a client, such as keeping a website current, drafting content or answering support questions, and charges a monthly fee for it. The agency sets up the agents, keeps them working and reports on the results, while a platform such as CRHQ, the agent harness, runs the dedicated server each client's agents work on.

This guide covers what clients pay for, what you run behind the scenes, how agencies price it, the tools it takes, and a plan to sign your first client this month.

What AI agent management as a service is

The service is the ongoing operation of a client's AI agents: the setup, the skills they follow, the schedules they run on and the fixes when the client's business changes. The client pays every month for work that keeps getting done, and the agency keeps the know-how that makes it work.

What clients actually buy

Clients usually describe the result they want, such as a site that stays current or a support inbox that gets answered. The agents are how you deliver that result.

What the client wantsWhat the agents do each month
A website that stays currentAgents update content, monitor performance and run SEO workflows. The client asks for changes in chat.
Steady marketing outputContent and social agents draft emails and posts on a schedule, and the client approves them before anything goes out.
Answers for their customersA contained agent answers visitors on the client's website from the client's own knowledge, says it is an AI, and a person can join the chat.
A clear weekly pictureA background job runs every week and posts a report to Slack or to a status board the client can open.

Start with the row that matches work you already do by hand for that client. That is the easiest service to sell, because the client already pays for the result.

What the agency runs

Behind each client there is a setup you build once and then maintain. On CRHQ it looks like this.

  • A dedicated server for each client. Each client gets their own managed server under your brand and domain, with their own agents and data. Agents on one client's server cannot reach another client's server; only your organization's Fleet Agent works across your servers, at the request of a person in your organization.
  • Agents with real tools. Agents get a browser, files, memory, schedules and tools, and they work in teams where one agent delegates tasks to others.
  • Skills. A skill is a versioned package of instructions and scripts that agents follow. You can build a skill once for your organization and roll it out to every client server, and new versions arrive there automatically.
  • Schedules. Background jobs run daily, weekly or at the hour you set, so the work happens without anyone starting it.
  • A branded interface. With Canvas, each client sees your name, logo and colors, and you can lock the interface so clients stay in your product.
  • Oversight. You can read the agents' conversations, including each step they took, and CRHQ records every use of a stored login.

The split of work between you and CRHQ is spelled out on the white label page:

CRHQ handlesYou handle
Dedicated servers, security and maintenanceYour brand, your interface and your pages
The agent harness and every updateYour clients, your pricing and your contracts
Improvements that reach your Canvas automaticallyOnboarding and day-to-day client care
Support for you, the partnerThe agents, skills and workflows you sell

How agencies price it

You can price the service in three ways, and one offer can combine them. A setup fee covers the build and onboarding. A monthly fee covers running, fixing and improving the agents. Some agencies also rent out a ready-made agent per month to every client in the same line of work.

The figures below are examples from partner conversations. They are gross amounts an agency charges its own clients. They are not CRHQ prices and not a promise of earnings.

ServiceExample from partner conversations
Managed website with agents$500 a month per client
SEO and content agents$3,000 setup, then about $1,600 a month
Central supportEUR 1,000 to 2,000 a month
Ready-made agents rented to clientsA monthly fee per agent

Your side of the cost is simpler. With white label you bill your clients directly at prices you set, and CRHQ bills you for the servers you run. CRHQ shares partner pricing on a call. The public price is listed on crhq.ai/pricing: from $299 a month per managed server. AI subscriptions are billed separately by the AI provider.

A few things make pricing easier to defend:

  1. Price the outcome the client sees, such as an updated site or a weekly report, and keep the agent count out of the proposal.
  2. Put the AI subscription in the contract. Decide who holds it and who pays for it before the first invoice.
  3. Use caps for anything public. A contained agent has spending limits per answer, per visitor per day, per agent per day and per server per month, so a busy month cannot surprise you or the client.

If you would rather recommend CRHQ than resell it, the referral program pays $50 a month for every server a customer you bring pays for, for 12 months, and that customer gets $60 off their first paid month.

The stack it takes

Three kinds of tools come up when agencies plan this work. Chatbot builders and workflow tools are good at the jobs they were built for, and an agency can use them alongside an agent harness.

Tool typeBest forWhat you deliverFits a monthly agent service when
Chatbot builderAssistants that answer questions in a chat window on a website or messaging channelA chat assistant trained on the client's contentThe client's main need is answering questions
Workflow automation toolTrigger-and-action flows between apps that run the same steps each timeAutomations for a clearly defined processThe job is fixed and repeats the same way every time
Agent harness (CRHQ)Agents that do open-ended, recurring work with a browser, files, memory, schedules and toolsA dedicated server per client with a team of agents, versioned skills and a branded interfaceThe client wants agents to take on ongoing work that changes from week to week

CRHQ also lets each agent use the AI subscriptions you already pay for. Supported connections include Claude through Claude Code, ChatGPT through Codex, Cursor (which includes Gemini and Grok), Z.ai GLM and open-source models, and you can choose the model for each new agent session. CRHQ does not resell tokens.

How to start: pick one client, build it this month

  1. Pick one client and one job. Choose a recurring task you already do by hand for them, such as weekly reporting, site updates or content drafts.
  2. Write the job down as steps. Describe what a good result looks like and what the agent may and may not do. The Skill Builder agent can turn that description into a skill your agents reuse.
  3. Start your own server. A 7-day trial costs $19 and gives you a full managed server to build and test on.
  4. Connect your AI subscription. Pick the model for each agent, for example a stronger model for writing and a faster one for routine checks.
  5. Build the agent and set its schedule. Run the job a few times on your own server and fix the skill until the output is something you would send the client.
  6. Brand the interface. The Theme Builder agent builds a Canvas from your logo or website. Hide the pages and settings the client does not need, then lock it.
  7. Give the client a server. Book a call about white label to set up a server under your brand and domain for that client.
  8. Agree the price and the report. Put the monthly fee, the setup fee and any usage caps in writing, and send the client a short report each month.
  9. Reuse it for client two. Publish the skill and the theme to your organization, so the next client starts from a working setup.

For a worked example of renting one agent to many clients, see Build an agent once, rent it to many clients.

FAQ

Answers checked on 8 November 2026.

What is AI agent management as a service?

It is a monthly service in which an agency sets up and runs AI agents that do ongoing work for a client. The agency builds the agents and their skills, schedules the work, fixes problems and reports results. The client pays for the work getting done each month.

How much can an agency charge for managing AI agents?

The agency sets its own prices. In examples from partner conversations, agencies charge $500 a month per client for a managed website, $3,000 setup then about $1,600 a month for SEO and content agents, and EUR 1,000 to 2,000 a month for central support. These figures are examples only. They are neither CRHQ prices nor a promise of earnings.

What's the difference between a chatbot agency and an AI agent agency?

A chatbot agency usually delivers an assistant that answers questions in a chat window. An AI agent agency delivers agents that do recurring work, such as updating a site or drafting content, using a browser, files, memory and schedules. A client may need both, and the same agency can deliver both.

Do clients need their own AI subscription?

Agents on CRHQ run on AI subscriptions such as Claude, ChatGPT through Codex, Cursor (which includes Gemini and Grok), Z.ai GLM or open-source models, and the provider bills those separately from the server. We recommend that each client connects their own AI account on their own server, so usage limits and the bill stay with the client. Consumer plans are individual accounts under each provider's terms, so check those terms before using one account for several clients. Contained agents for websites use the same connected account, within the spending caps you set.

How do you keep each client's agents and data separate?

Give each client their own dedicated server. On CRHQ, each server has its own database, file system and browser, and agents on one client's server cannot reach another client's server (only your organization's Fleet Agent works across your servers, at the request of a person in your organization). Inside one server you choose which pages and Settings sections people see, so separate clients belong on separate servers.

Start with one client

Try CRHQ on a dedicated server for 7 days for $19, then from $299 a month. Start a 7-day trial or Schedule a demo to talk about white label and partner pricing.

Related: White label · Referral program · Rent out agents · Pricing

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