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- 🤯 The Great "AI Automation" SCAM (And The Model That ACTUALLY Works)
🤯 The Great "AI Automation" SCAM (And The Model That ACTUALLY Works)
The agency model is a trap. Here's the 4-part playbook to become a strategic partner & build a $100k/mo "AI Operating System."

💰 To Build a $100k/mo AI Business, What Do You Actually Sell?This guide is about a new, more profitable AI business model. To land high-value, recurring clients, what should your core offer be? |
Table of Contents
The New AI Business Model That Actually Works
“If you want to make money with AI, you need to stop selling AI automations", declares Jack Roberts, who "actually makes over $100,000 a month selling AI systems" and previously "built and sold [his] own automation company years ago before it was even popular on YouTube".
While many aspiring entrepreneurs are still focused on the technical skill of building workflows, the most successful practitioners are using a completely different strategy that positions them as indispensable business partners. The game has completely changed.
This isn't just theory; it's a conclusion drawn from Jack Roberts’s real-world experience and observations from his AI consultancy, Teddy AI. This guide reveals why the traditional AI automation approach is failing and lays out a proven four-part business model that is generating over $100,000 per month.
It's time for a new playbook.

The $25,000 Wake-Up Call: Why Businesses Are Changing Their Minds
The landscape of AI services is shifting and early signals show that clients are looking for something more than just a one-off technical solution. A clear wake-up call, experienced by many agency owners, came from a client who, despite receiving a cutting-edge $25,000 AI dashboard, chose an internal solution for the future.
A Client's Honest Feedback
This was a key moment that showed the changing client mindset: a client receives a brilliant custom AI dashboard but, after the project, explains that their future strategy is different. They want to hire a full-time internal employee to own and manage the project going forward.

The Reality Check: From External to Internal
The client's reasoning is telling: they want to "fill someone full of coffee and throw a couple of thousand dollars a month at them" to "really run around and own this project". This pattern is repeating across the industry.
Businesses are realizing that to truly use AI automation, they need ownership and internal expertise, not just a series of disconnected projects from external vendors. This marks a major shift from relying on external agencies for simple builds to empowering internal employees to manage and scale AI projects.

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The Great Commoditization: Learning from Travel Agents
To understand why the AI automation market is shifting so dramatically, we can look at a historical example: the rise and fall of traditional travel agents. This shows a clear pattern of how valuable, specialized skills can become common and cheap over time and it's happening to AI automation right now.
Historical Parallel: The Travel Agent's Tale
A few decades ago, travel agents were an indispensable, booming business. Their value came from their exclusive knowledge; they knew everything about destinations, from Bali to Dubai and could craft the perfect trip. Their expertise was a scarce and valuable resource.

The Disruption: Knowledge Becomes Common
Then came the internet, Expedia and Google. Suddenly, the core problem, access to information, was solved for everyone. The means to research destinations and book travel became widespread. This is a classic case of commoditization. When exclusive knowledge becomes common, the value of the expert who holds that knowledge plummets.

The AI Automation Parallel: Workflows Becoming Cheaper
The same pattern is happening in the AI automation space. A year ago, showing a business how to connect Make.com to Gmail was a high-value skill. Today, we are in the midst of the commoditization of workflow building.
Skill Devaluation: The skill of building beautiful, complex AI automation workflows, which was once rare, is now common. More and more people know how to build automations, which means the perceived value of that technical skill is decreasing.
Perception of Simplicity: As AI tools become more user-friendly, businesses perceive the work as "easy".
While getting from 0 to 80% with AI automation is straightforward, going from 80 to 100% - building a truly strong, RAG-optimized system - is a completely different story. But many businesses think it isn't that difficult.

The Market Reality: Skepticism and Failed Projects
These shifts have led to a challenging and skeptical market environment for AI automation service providers.
Current Market Conditions: The market has endured two years of failed AI projects from inexperienced consultants who "only really know how to build chatbots and have watched a day’s course on Zapier".
The Consequence: This has created a healthy dose of skepticism from businesses, making it harder to sell services based purely on the technical skill of building automations. Businesses have been burned by amateur "experts".
The $3,000/Month Success Story: Commercial Acumen Over Technical Skills
In a commoditized market where technical skill alone is no longer enough, the secret to securing high-value, long-term deals lies in understanding and communicating business value, not just building cool tech.
What Really Sells High-Ticket Deals
One successful consultant sold an automation to a large business for roughly $3,000 a month, a contract that went on for well over two years.
The surprising part? It wasn't because the technical solution was groundbreaking. While it was cool, it didn't take that long to build.
The Real Secret: Commercial Acumen
The deal was actually secured through commercial acumen - the ability to build something and then clearly explain its value to the business. With great power comes great responsibility and the power of AI comes with the responsibility of proving its ROI. It's about translating a technical solution into the language of business: money saved, revenue gained and risks reduced.

The One-Page Template That Closes Deals
The tool that actually sold the deal was a simple, one-page document. This document didn't focus on the technology; it focused on the business outcomes, highlighting new income, time saved and a reduction in failure rates. This is known as the "Critical Three".
The Critical Three Framework: Your Sales Superpower
This framework is a simple yet powerful blueprint for communicating irresistible value to any business.
New Revenue Opportunities: Show exactly how your proposed AI solution can help the business make more money or enter new markets.
Time Savings: Quantify the hours, labor costs and mental energy your automation will eliminate. Translate time into hard dollars.
Risk and Compliance: Address the legal, ethical and operational risks that your solution mitigates. This is “grossly ignored by almost everybody,” but it is a critical factor for serious businesses.

The Compliance Reality: The Deal Breaker
To sell to any serious business, you have to address safety and compliance. It's a non-negotiable. As one compliance head told a consultant, "If I don't approve this, it isn't physically happening". Ignoring compliance is a deal-breaker for any mature business.
The Fundamental Positioning Mistake: Selling Flights vs. Destinations
Many AI service providers make a critical mistake in how they pitch their services. They fall in love with their technology and sell the "flights" - the technical details like "we have really great RAG" or "we build powerful AI agents".
The Core Problem: Focus on the Outcome
Clients don't care about the flight; they care about the destination. You don't sell grass seeds; you sell a beautiful green lawn. Businesses are not interested in the technical features of your AI; they care about the transformation and the final business result it delivers.

Features vs. Benefits Revolution: The Transformation Imperative
The winning strategy is to stop selling features and start selling benefits. Instead of saying, "We're going to put a RAG system into your business", say, "We get you 20 new leads per week". Sell the outcome they actually want.
The Fundamental Truth
People are always buying a transformation, not a tool. They are not interested in buying "AI"; they only care about what AI can do for their business.

The Power of Niche: The Kevin Bacon Strategy
In a commoditized market, being a generalist is a death sentence. Becoming known for one specific thing is your fastest path to becoming an essential, referral-generating machine. You have to be the clear answer to someone's specific problem.
The Referral Machine
Imagine having a steady stream of clients given to you every week on autopilot. This is the reality for many AI automation experts who have successfully niched down. One individual, for example, gets a new client referred to them every single week because of one simple thing: a clear, specific niche.
The Six Degrees Principle (Applied to Your Brand)
The "six degrees of Kevin Bacon" game shows that everyone is connected. What's important for your business is creating a niche so clear that if someone were to ask your five closest friends, "What are you known for?" you would get one consistent answer, not five different ones.

The Litmus Test
Run this exercise: if you asked your friends what you're known for professionally, would their answers be consistent? If not, your niche isn't clear enough. A strong, specific niche is your greatest marketing asset because it makes you instantly memorable and referable.
The Network Effect: Become the Go-To Expert
Let's say you become known as "the WhatsApp systems guy". You might know how to build voice agents and RAG systems but you market yourself as the expert in building profitable WhatsApp systems for businesses. The moment anyone in your network hears the word "WhatsApp", they will think of you. This is the way.
The Multiplication Effect
It's not just your immediate network of 100 people that you get access to. You get access to their networks of 100 people. Your potential exposure grows exponentially, from 100 people to 10,000 people who all know you as "the WhatsApp guy".

The Data Behind Referrals
Data from successful AI automation agencies show that over 80% of their first five clients came from their personal network and referrals. This proves that a strong, clear niche is the most powerful engine for organic, high-trust growth.

The Four Pillars of Successful Niche Selection
Choosing the right niche isn't about following your passion blindly; it's about strategic positioning. These four pillars ensure you pick a niche where you can excel, command premium prices and consistently find high-quality, paying clients.

1. Specific and Easy to Explain
Your niche must be so clear that anyone can describe what you do in a single sentence. Formula: "I help X get Y benefit".
For example, "I help real estate agents get 20 qualified leads per month using AI".
2. Clients with More Money Than Time
Focus on clients who value their time far more than small costs. Some clients will "arm-wrestle you to get £500 out of them", while others will "drop £100,000 with relatively little concern".
The Logic: Target high-income professionals or businesses with significant revenue. For them, a high-priced solution that saves significant time is a no-brainer investment.
3. Your 1% Skill Set
Use your existing knowledge and experience. Your background is your unfair advantage. If you have 20 years of experience in real estate, you understand the industry's problems on a deeper level than any generalist ever could. You "just get it".
4. Deep Problem Understanding
Truly understand what keeps your ideal clients up at night. Write down a list of their largest problems.
The Strategy: Pick their top three biggest problems and then build your entire business - your content, your services, your brand - around solving those specific problems.
Getting Your First Client: The BAN Strategy
If you're just starting out, getting that first client is the most critical hurdle. This strategy helps you land your first project, even if it means doing it for free initially, to build invaluable proof and testimonials that will open doors for paid work.
By Any Means Necessary (BAN)
For your very first client - the "BAN client" - you must get them "by any means necessary". This is about gaining experience and proof, not just immediate profit.

The Free Client Strategy: Build Proof, Not Just Income
The best way to get your first client is often to do the work for free. Create a social media post that looks something like this:
Hey, my name is [Your Name].
Do you know any [insert your niche] who wants to get [desired result]? I'm building this for free for two businesses.
My only ask is for a great testimonial when and if you absolutely love it.
Cheers
[Your Name]
The Purpose: Your goal is to get your first real-world experience locked down. This initial free project is not about making money; it's about building credibility, a powerful case study and a glowing testimonial. It's an investment in your future business.
The 2026 Success Formula: Four Components
Based on current market trends and real-world experience, a successful AI agency in 2026 relies on four interconnected components. This is the strategy that the most successful experts are personally following right now.
Component 1: Media and Content Strategy
The first component is creating free, valuable content. Think of the largest, most successful AI agencies in the world. They all have one thing in common: media.
Why Media Matters: Build a Brand, Not Just a Business
"If you want long-term growth over multiple years, you want to build up and create a brand. And to do that, we create content that solves a problem for an avatar".
The Content Strategy: Know your audience's problems intimately and create content that provides immense value and shortens their path to success.
Lead Generation Through Content: Large AI agencies generate a significant portion of their leads from their media. They create content that businesses watch and consume, leading them to think, "I need that. Can you build it for me?" This is a much easier sales conversation than cold outreach.
Platform Options: This could be LinkedIn, YouTube, Instagram or any platform where your niche congregates. The key is to start creating something valuable for your brand.

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Component 2: The Diagnostic Model
The second component is what's called the "diagnostic model". This is a smart and powerful business model that positions you as a trusted advisor.
Why Diagnostics Beat Direct Sales: Be a Doctor, Not a Salesperson
While you can make money just selling one-off chatbots on Upwork, the diagnostic model is far better.
The Doctor Approach: Like a doctor, you start by diagnosing the problem before prescribing a solution. The diagnostic is something you sell to businesses to understand the “bottlenecks” - the parts of their business that are slow or causing problems". This builds trust and removes sales pressure.

The AI Native Operating System: Your Audit Framework
Successful agencies use a structured framework to audit businesses, breaking them down by area (executive, sales, marketing, operations, etc.) and identifying specific strategies and executions.
Diagnostic Duration: These audits can range from one to four weeks.
The Process: This involves in-depth interviews with stakeholders. "You would be surprised but a lot of businesses don't even understand their own processes". You must be "super thorough and ask questions... you do a comprehensive diagnostic and you charge the business for this diagnostic".

The Diagnostic Output Framework: A Blueprint for ROI
The output of your diagnostic must be a clear plan that the client can use and it must be led by ROI.
Report Structure: Present a series of recommended projects, each with a clear ROI calculation. Provide a link to a more detailed report for each project.
ROI Organization: "Ideally, you want to organize it by ROI. What is the cost to do the thing? What is the time to deliver the return on investment? What is expected value?" This turns your report into an executable blueprint.
What to Look for in Audits
During the audit, look for "bottlenecks with a capital B", risks, compliance issues and ROI opportunities. The diagnostic itself should be a standalone product of immense value.
Component 3: The Transformation
Once you've delivered the diagnostic and the client understands their problems and the potential ROI, the next logical step is the transformation.
The Transformation Concept: From Old State to New
The transformation is the process of taking the business from its current state to a "new, beautiful position".
The Natural Progression: The diagnostic report naturally leads to the transformation conversation. "Great, you've got the diagnostic... Now, let's talk about the transformation". You've already been paid for the diagnostic and now you can be paid to execute the plan you've laid out.

Component 4: Recurring Revenue
The final component is to maximize the long-term value (LTV) of each client by establishing a recurring revenue stream.
Recurring Revenue Options: Build Long-Term Value
Education Platform: Offer ongoing education to the client's team.
Maintenance System: Provide a maintenance or growth package to support and enhance the solutions you've built.
The Implementation: "You give them a very clear binary option... fundamentally, you want to get paid by this business consistently over time, either on a monthly basis or an annual basis".

The Complete Business Model Summary
This four-part revenue stream creates a powerful, high-value AI agency that solves client problems from diagnosis to ongoing growth, creating a powerful flywheel effect.
The Four-Part Revenue Stream
Media/Content: Brand building and lead generation, positioning you as an authority.
Diagnostic: Paid problem analysis and blueprint creation, building trust and clarifying needs.
Transformation: Implementation of the solutions identified in the diagnostic, delivering tangible results.
Recurring Revenue: Ongoing maintenance, education or growth services, maximizing client lifetime value.

Why This Model Works
Solution-Agnostic Approach: The diagnostic phase removes any preconceived solutions, making clients more receptive to your unbiased recommendations.
Value-First Positioning: By focusing on business outcomes rather than technical features, you position yourself as a strategic partner rather than a vendor.
Natural Progression: Each component naturally leads to the next, creating a smooth sales process and higher conversion rates.
Recurring Revenue: Building long-term relationships rather than one-off projects creates predictable income and higher lifetime value.
Implementation Strategy
No matter your experience level, this model provides a clear path forward for building and scaling your AI service business.
Stage | Focus | Core Strategies | Key Actions |
---|---|---|---|
For Beginners | Start with the BAN Client - your first proof-of-concept | Build credibility and foundational systems | • Identify your niche using the Four Pillars Framework • Create a free offer to earn your first testimonial & case study • Document the process to build repeatable systems • Ask for referrals within your niche to kickstart growth |
For Experienced Practitioners | Transition the Model - move beyond service delivery | Elevate positioning & build long-term profitability | • Stop selling features - sell transformations & outcomes • Develop diagnostic frameworks tailored to your niche • Create authority content around your audience’s biggest problems • Structure recurring revenue offers for sustainable growth |
Platform Strategy
Your choice of platforms is very important for executing this model effectively, from content creation to the tools you use for your diagnostic audits.
Content Creation
LinkedIn for B2B audiences and professional thought leadership.
YouTube for in-depth educational content and project demonstrations.
Instagram for visual case studies and building a personal brand.
Use any platform where your niche congregates to ensure your message reaches the right audience.

Diagnostic Tools
Structured interview processes to gather client information effectively.
Business area analysis frameworks to systematically identify bottlenecks and opportunities.
ROI calculation templates to quantify the value of your proposed solutions.
Implementation roadmaps to guide the client's transformation journey.
The Market Opportunity
The current market conditions are creating an unprecedented opportunity for AI automation agencies that adopt this new, more strategic business model.
Why Now is the Perfect Time
Market Maturation: The commoditization of basic workflow building creates a massive opportunity for those who position themselves as strategic partners, not just builders.
Skepticism Creates Opportunity: Businesses that have been burned by amateur promises are now more receptive to thorough, diagnostic-first approaches that build trust and prove value.
Proven Model: This model is battle-tested and has generated real, significant results for those who implement it.

Common Pitfalls to Avoid
Even with a winning strategy, it's easy to stumble. Avoid these common mistakes that derail many AI service providers and keep them trapped in the commodity market.
The Technical Trap: It's a Trap!
Don't fall into the trap of leading with your technical capabilities. People are not interested in buying "AI"; they only care about what AI can do for them. Sell the outcome, not the technology.
The Commodity Mindset
Avoid competing on price or technical features alone. The skill of building workflows is no longer a rare thing. Differentiate through deep business value and strategic partnership.
The Solution-First Approach
Don't assume you know what the client needs. The diagnostic is where you truly understand their bottlenecks. Diagnose before you prescribe. Modern problems require modern solutions and that solution starts with a deep understanding of the problem itself.

Success Metrics and Expectations
This model is designed for measurable results, from client acquisition to recurring revenue, creating a predictable and scalable business.
Client Acquisition Timeline
Data from successful AI automation agencies shows that over 80% of their first five clients came from their personal network and referrals. This highlights the incredible power of building a strong niche and brand that generates organic growth.
Revenue Potential
Diagnostic Phase: 1-4 weeks of engagement, generating initial revenue and building trust.
Transformation Phase: Multi-month implementations with significant project fees.
Recurring Revenue: $3,000+ monthly contracts are common.
Total Potential: Successful practitioners are achieving $100,000+ in monthly revenue with this model.

Tools and Resources
Building an AI automation agency requires the right tools to execute your vision effectively and efficiently.
Mentioned Platforms and Tools
Make.com: A powerful workflow automation platform.
Gmail: For email integration examples.
Upwork: An alternative client acquisition platform (not recommended as the primary).
LinkedIn, YouTube, Instagram: Key content platforms for brand building and lead generation.
Teddy AI: A real-world AI consultancy that exemplifies this successful model.
Available Templates
Successful practitioners often provide templates for:
The "Critical Three" one-page sales template.
Diagnostic frameworks for auditing businesses.
ROI calculation templates to prove value.
Business area analysis systems for structured diagnostics.
The Future of AI Services
The shift from selling AI tools to selling business transformations is accelerating and those who adapt to this new model will dominate the market in the coming years.
What's Coming
The game has completely changed and this new, more strategic model is the blueprint for success.

The Winning Strategy
The people who are winning right now are doing something completely different. They're focusing on:
Business outcomes over technical features.
Diagnostic approaches over solution-first selling.
Niche specialization over generalist positioning.
Media and content for long-term brand building.
Recurring relationships over one-off projects.
Conclusion: The Transformation Imperative
The AI services landscape has completely shifted. If you want to build a successful, profitable business with AI, you must stop selling AI automations and start selling business transformations.
The Old Way (Path to Commoditization) | The New Way (Path to Profitability) |
---|---|
Selling technical features and tools | Selling clear business outcomes and transformations |
One-off project mindset | Diagnostic-first, doctor-like approach |
Competing purely on price | Competing on value and strategic partnership |
Generic “we do everything” positioning | Deep niche specialization |
- | Media-driven lead generation |
- | Focus on long-term, recurring revenue |
The bottom line is clear: people are always buying a transformation, not a tool. They are not interested in buying "AI"; they only care about what AI can do for their business.
Success in 2025 and beyond belongs to those who can explain and deliver that transformation while building sustainable, recurring relationships with clients who see them as strategic partners, not just technical vendors.
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