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    AI Costs
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    How Much Does It Actually Cost to Run AI in an Agency? (Real Numbers)

    By Andrew Mudd

    You can run a full AI stack for your business for $200 to $400 per month. Not $5,000. Here's the real breakdown of every tool in the stack.

    You can run a full AI stack for your business for $200 to $400 per month. Not $5,000. Not $2,000. Not hidden behind platform bundles that charge you for features you'll never use.

    I've been running this stack daily for three years. I know what the actual costs are. Here's the breakdown.

    The Tools You Actually Need

    When I say "running AI in a service business," I mean the full stack: LLM access, automation workflows, CRM integration, voice AI if you're doing client calls, and document processing. Not just ChatGPT. Not just Claude. The entire system.

    Most people underestimate what "the full stack" means. They think "I'll use ChatGPT, done." Then they realize they also need to connect it to their CRM. Now they need automation (Make.com or Zapier). Now they need voice AI for client calls. Now they need a way to process documents at scale.

    Each tool is cheap individually. Together, they create real leverage.

    The Real Monthly Cost Breakdown

    Here's what my business operates on:

    | Tool | Use Case | Monthly Cost | Why This | Alternatives |

    |------|----------|--------------|---------|--------------|

    | Claude (Web + API) | Complex writing, analysis, reasoning | $20 (Claude Pro) + $10-30 (API usage) | Best for client-facing work and strategy | GPT-4 ($20) or Gemini ($0-20) |

    | GPT-4 (ChatGPT Plus + API) | Speed, quick research, prototyping | $20 (ChatGPT Plus) + $5-15 (API) | Faster for certain tasks, widely integrated | Claude or Gemini |

    | Make.com | Automation (lead qualification, routing, email) | $9-99 depending on volume | Most flexible automation platform | Zapier ($20+), n8n (self-hosted) |

    | GoHighLevel | CRM, pipeline, email, SMS, automations | $97-297 depending on plan | Central hub for all client communication | Pipedrive ($50+), HubSpot ($50+) |

    | Vapi (optional) | Voice AI for client calls | $0-50 depending on call volume | Better than human for qualification and booking | Bland.ai, ElevenLabs |

    | NotebookLM (optional) | Process documents, create summaries | $0 (free tier) or Gemini API costs | Great for processing client documents at scale | Claude via API, local tools |

    Total for small business (one person, low volume): $156-$260/month

    Total for high-volume business (multiple people, thousands of API calls): $300-$450/month

    The cost scales mostly linearly. Adding three more team members might add $100-150/month in API usage. But you're not multiplying your software costs by four.

    The Hidden Costs (What Businesses Won't Tell You)

    Raw tool costs aren't the whole story. There are one-time and ongoing costs that matter.

    One-time setup costs:

    • Building your automation workflows (20-40 hours of work)

    • Setting up integrations between tools (5-10 hours)

    • Testing prompts and templates (5-10 hours)

    • Training team members (3-5 hours per person)

    • Total: $3,000-$8,000 in labor (depending on your hourly rate and team size)

    This is paid once, not monthly. But it's real.

    Ongoing maintenance costs:

    • Updating prompts when tasks change (2-5 hours per month)

    • Monitoring automation for errors (1-2 hours per week)

    • Testing new tools or improvements (2-3 hours per month)

    • Troubleshooting when something breaks (varies, but plan for 2-4 hours per month)

    • Total: 20-30 hours per month ongoing

    That's real labor cost, not software cost. But it's the difference between "I have tools" and "tools actually deliver value."

    Why Businesses Charge $3,000 to $10,000 Per Month

    Here's where the gap appears.

    Your cost: $200/month in software + 30 hours per month in labor (at $75/hour = $2,250).

    Your total actual cost: $2,450/month.

    A client's perception: "They're using some AI tools and automating my workflows. That probably costs $500-$1,000 per month."

    The price businesses charge: $3,000-$10,000 per month.

    Why isn't this dishonest? Because the value isn't in the software. The value is in:

    • Your expertise on what to automate (and what not to automate)

    • Your ability to fix it when something breaks

    • Your responsibility if the AI makes a mistake

    • Your judgment on when to use AI and when not to

    • Your integration knowledge (how to connect it all together)

    • Your management of the ongoing operation

    That's real value. The software is the tool, not the service.

    But it's important you know the cost structure. So you can price strategically instead of guessing. So you understand your actual margins. So you can build better business models than just marking up tool costs by 500%.

    What Changes at High Volume

    If you're running this for 10 clients instead of 3, your software costs might climb to $400-500/month. If you're processing 100,000 API tokens per day instead of 1,000, your Claude/GPT costs climb.

    But the curve flattens. You don't need 10 different Make.com accounts. You don't need separate instances of GHL. You batch things. You optimize.

    At scale (say, 50 clients), your software might hit $600-800/month. But that's serving millions of dollars in client work. Your software costs are 0.2-0.5% of revenue.

    That's healthy.

    The Tools We Use at Mudd Ventures

    Since I should be transparent about what we actually do:

    • Claude Pro ($20) and Claude API for serious work (reasoning, strategy, complex writing)

    • ChatGPT Plus ($20) for speed and quick exploration

    • Make.com at $99/month (heavy automation user)

    • GHL at $297/month (full suite, multiple team members)

    • NotebookLM free tier for processing documents

    • Some internal scripts and webhooks, no special platform cost

    Monthly spend: ~$436. Annual: ~$5,232.

    That covers the entire AI infrastructure for this business. Email sequences, lead qualification, content generation, research automation, client onboarding documents, everything.

    Could we do it cheaper? Yes. We could use Zapier instead of Make ($20/month instead of $99). We could skip ChatGPT and use only Claude. We could use HubSpot free tier instead of GHL.

    Could we cut it to $150/month? Also yes, with lower volume and tighter integration. But we optimize for speed and flexibility, not lowest cost.

    Common Mistakes Businesses Make

    Mistake #1: Buying bundled platforms instead of modular tools

    You see "AI-powered CRM" or "All-in-one business suite" and think you get everything. You pay $1,000/month for a platform. It does 80% of what you need and 400% of what you don't.

    Better approach: Start with what you actually do today. Add one tool at a time. Claude ($20) then Make ($9) then GHL ($97). As you grow, add Vapi or NotebookLM. This way you know why you're paying for each tool.

    Mistake #2: Paying for features you don't use

    GHL's highest tier is $297/month. Most solo operators use $97/month worth. Zapier's professional plan is $50/month when the free tier would work.

    Audit monthly. Cut what you're not using. Upgrade only when you hit the limits of what you have.

    Mistake #3: Not accounting for API costs separately

    You think Claude costs $20/month. It does if you're using it casually. But if you're making 100,000 API calls per month, it's $50-100/month in API costs on top of the $20 subscription.

    Check your actual usage every month. Some months will be $30. Some will be $80. Plan for variability.

    Mistake #4: Overcomplicating the stack

    I've seen businesses using six different tools where two would do. "We use Claude for this and GPT-4 for that and Gemini for something else and..."

    Each tool adds maintenance overhead. Stick with 2-3 core LLMs. Stick with one automation platform (not Make and Zapier). Stick with one CRM. Complexity kills ROI.

    How to Get Started

    Start small. Don't try to build the full stack in a month.

    Month 1: Get Claude Pro ($20) or ChatGPT Plus ($20). Use it for work. Spend 4-5 hours learning what it can and can't do. That's it.

    Month 2: Add Make.com ($9/month). Build one automation. Maybe a lead qualification workflow or an email template system. Spend 10-15 hours setting it up. Keep using Claude or ChatGPT for manual work.

    Month 3: Add GHL ($97/month) if you don't have a CRM. Move your pipeline and email into it. Connect Make to GHL. Now you have the core stack.

    Months 4+: Add voice AI (Vapi) if you need it. Add document processing (NotebookLM API) if you're scaling. Keep iterating on what exists instead of adding new tools.

    This approach keeps you under $50/month for the first two months. By month three you're at $150. By month six you're at $300-400 with refinements. But you understand each piece because you added it deliberately.

    The Bottom Line

    Running AI in your business isn't expensive. It's cheap. The cost of the software is genuinely low.

    The expensive part is knowing what to automate. How to automate it properly. When to use AI and when not to. How to maintain it. How to explain it to clients. How to keep the systems working.

    That's where your value lives.

    If someone's charging $5,000/month and the tools only cost $200/month, that's not a scam. That's a business model. Whether it's a good business model depends on what the client gets and whether they could do it cheaper themselves.

    Most clients can't. That's why they hire you.


    FAQ

    Q: Should I use Claude or ChatGPT?

    A: Both. Use Claude for complex reasoning and client-facing work (better writing, fewer hallucinations). Use ChatGPT for speed and prototyping. They're $20/month each. Together they're $40/month and complement each other.

    Q: Can I do this cheaper by using only free tools?

    A: Technically yes. ChatGPT's free tier exists. Claude's free tier exists. Make.com's free tier exists. But you'll hit limits fast once you have clients. Free tiers are for exploring, not operating.

    Q: What if I just use ChatGPT and don't need an automation platform?

    A: That works for solo consultants who don't need workflow automation. You're at $20/month plus a CRM. But if you scale to multiple clients or services, you'll want Make or similar. Plan for $150-200/month minimum once you're serving multiple clients seriously.

    Q: How long does it take to set up?

    A: Getting Claude and ChatGPT working takes 1-2 hours. Setting up Make automation takes 8-15 hours depending on complexity. Integrating with GHL takes 5-10 hours. Total: 15-30 hours to get a functioning stack. That's worth 1-2 weeks of work.

    Q: What if I just want to outsource everything to a service business?

    A: You'll pay $3,000-10,000/month. That's not wrong if you don't have the time to build and manage it yourself. But now you know what actually costs $200-400. You can evaluate whether the agency is charging for value or just marking up costs.


    Ready to build your AI stack? Book a 60-minute paid consultation where we'll map out exactly which tools fit your business and what order to add them in. Schedule a Call at $250 or book a free 30-minute AI Clarity Call if you want to explore first.

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