Let's Find Out Where Your Revenue Is Breaking Upstream.

The Revenue Architecture Diagnostic is where the work begins.

It is a focused assessment of your current entity standing, your question territory, and the structural gaps between where you are and where your ideal buyer is looking for you.

From the diagnostic, you will know exactly what is fragmented, what questions you are positioned to own, and what the first moves are.

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This is not a sales call. It is the first real look at your upstream architecture, and for most founders, it is the first time anyone has shown them where the revenue is actually going.

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This Work Is Right For You If —

AI already built the shortlist.

Your buyers just followed it. You do not need to understand AEO to start. You need to recognize your business in at least a few of these:

Your marketing is active but qualified leads have gotten quiete

Traffic metrics look stable but something feels off that you cannot name.

You have contracted out marketing or SEO and the reports come in but do not connect to revenue

You are a founder-led business under $10M and you are the one who carries the revenue narrative.

You are willing to show up for three ninety-minute recorded conversations and get what is in your head out into a format AI can trust and cite.

You suspect the problem is structural, upstream of your marketing, and you are ready to look there.

If you recognized your business in most of those, you are in the right place.
The founders who move now are the ones AI learns to recognize first. The category is still forming. The introductions are still being assigned.

Connect to schedule The Revenue Architecture Diagnostic

The Revenue Architecture Diagnosis shows you what AI engines say about your business when your buyers ask. Dr. Melanie Hoggan maps your entity architecture, identifies the questions your market is asking that nobody owns yet, and tells you whether your current digital presence is working for you or against you. One session. Full clarity. No pitch.

We'll connect within 24 hours. Share a short description of your business including any files.



    What the Revenue Architecture Diagnostic (RAE) Looks Like

    The RAE Diagnostic is the entry point. Here is exactly what it involves:

    What we look at

    Your current entity standing across AI platforms, how ChatGPT, Perplexity, Google AI Overviews, and Claude currently classify your business, what they say when asked about you, and where the trust signal gaps are.

    Your question territory, which questions your ideal buyers are asking in AI systems right now, who is currently being cited as the answer, and where your visibility competitor is taking the introduction you should be receiving.

    Your digital entity coherence, Google Business Profile status, platform consistency, website architecture, and the alignment between what you say and what external sources confirm.

    Your mandate gap, who currently owns the revenue narrative in your business and where that ownership is fragmented or absent.

    What you get from it

    A clear picture of where your entity is fragmented and what it is costing you in citation eligibility. Identification of your visibility competitor, the business currently receiving the introduction your ideal buyer should be receiving from you.

    Your top three to five owned question opportunities, the specific questions you are uniquely positioned to answer with authority that your current digital entity is not structured to capture. A prioritized first-move recommendation, the structural adjustments that will have the highest
    impact on citation eligibility in the shortest time.

    What happens after

    If the RAE Diagnostic confirms that The Revenue Architect Engine is the right fit, we move into
    the full engagement: Founder Signal Extraction, Exposure Audit, Question Monetization Map,
    Entity Alignment Install, Entity Authority Publishing and the bi-weekly strategic rhythm through
    contracted time.

    If the diagnostic reveals that you need foundational work before the full methodology applies,
    we’ll tell you that, specifically and honestly, and point you toward the right first step.

    The RAE Diagnostic is a real look at real business. If the fit is not right, we say so. If the fit is right, you will know it before we finish the conversation.

    The RAE Diagnostic is the first real look at your upstream architecture, and for most founders, it is the first time anyone has shown them where the revenue is actually going.

    How the Engagement Is Structured

    The Revenue Architect Engine is a 6-12 month engagement with bi-weekly strategic session built into every stage. Pricing is determined after the Revenue Architecture Diagnostic. The engagement is scoped to your business, your context, and what the audit surfaces. You will not be asked to commit before you understand exactly what is proposed and why.

    Year one structure

    Weeks 1–8: Founder Signal Extraction, Exposure Audit, Question Monetization Map, Entity Alignment Install, the foundation that everything else is built on.
    Months 2–6: Bi-weekly strategy sessions driving implementation across the awareness, consideration, and validation gaps. Defined deliverables each week from both sides. Entity Authority Publishing cadence begins.
    Month 6: Custom RAE AI Agent built with Dr. Melanie Hoggan’s proprietary methodology and your specific voice, Question Monetization Map, and architecture for Entity Authority Publishing across platforms so you show up on your buyer’s shortlist. Beyond our contracted engagement
    it allows for in-house teams or contractors to maintain Entity Authority Publishing.
    Months 6–12: Continued optimization with ongoing citation growth tracking, and Entity Authority Publishing.

    What it is not

    It is not a content agency. Dr. Melanie Hoggan delivers strategy, architecture, and direction. Your team or contractors execute.
    It is not a set-and-forget tool. The bi-weekly rhythm is where the methodology becomes real. Founders who stay in the conversation get results. Founders who delegate and disappear do not.
    It is not a short-term fix. The Citation Economy rewards compounding architecture, not one-time optimizations. The six to twelve-month structure exists because that is how long it takes to build citation authority that lasts.

    After 6 months

    At the end of 6 months, the custom AI RAE Agent is yours, trained on Dr. Melanie Hoggan’s proprietary framework and your founder’s voice, with your Question Monetization Map. The Upstream Revenue Architecture is installed. The Question Monetization Map is live. The entity is aligned and Entity Authority Publishing is live. From that foundation, your team can maintain and expand indefinitely.
    Citation authority is not built in a campaign. It is installed, upstream, before the marketing starts, before the buyer clicks, before the AI’s shortlist.

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    Before You Reach Out

    How much does the Revenue Architect Engine cost?

    How much time does this require from the founder?

    How soon will I see results from upstream revenue architecture?

    Do I need to already have a website or marketing infrastructure?

    The First Step Is a Conversation.

    It’s not a pitch or proposal. A real look at your upstream architecture, what is fragmented, what you are positioned to own, and what the first moves are

    The founders who move now become the default answer in their category. The founders who wait train the matchmaker to introduce someone else.

    Start with a Revenue Architecture Diagnostic.

    Tell us your name, your business, and the one thing that feels most off about your visibility or revenue right now. We will take it from there.

    Prefer to reach out directly?

    melanie@melaniehoggan.com