Independent AI systems consultant

    When someone asks AI for a business like yours, you're either the answer or you don't exist.

    I'm David. I make businesses legible to AI — the structured data, agent-readable APIs and MCP layers that let ChatGPT, Claude, Perplexity and Google's AI actually find, read and recommend you. Plus the automation underneath, so the systems do the work.

    • One person, start to finish
    • Diagnosis in days
    • Enterprise AI by day
    • Fixed scope, published pricing
    Years building for the web
    10+Years building for the web
    Municipalities scored by one platform I built
    340Municipalities scored by one platform I built
    Person you'll ever talk to
    1Person you'll ever talk to

    What's actually happening

    Search stopped being a list of links.

    Your customers are asking AI instead of Google. The AI answers from what it can read — and most business websites are unreadable to it.

    You're invisible to AI crawlers

    Most modern sites render in the browser, not on the server. The bots behind ChatGPT and Perplexity don't run JavaScript. They see an empty page. I know this one intimately — my own site had this problem. I found it, I fixed it, and that's the fastest audit I'll ever run.

    Your data isn't machine-readable

    Your prices, services, availability and inventory live in prose and images. An AI agent cannot query prose. It can query an API.

    Agencies move in quarters

    The firms selling this want a six-month minimum and a discovery deck before anyone touches anything. Your competitor gets cited in the meantime.

    The approach

    How I work

    01 · Diagnose, fast

    I run the full technical read on your site and your data in the first few days. You get a scored report: what AI can see, what it cannot, and what it is costing you. Not a slide deck.

    02 · Fix what is blocking you

    Rendering, structured data, schema, crawler access. Usually the highest-leverage work and usually the fastest.

    03 · Build the machine-readable layer

    Structured data, an agent-readable API, an MCP server where it makes sense. This is where you stop competing on wording and start competing on architecture.

    04 · Automate the work behind it

    Lead handling, follow-up, data sync, reporting. The systems that make the visibility worth having.

    The difference

    Why one person

    Agency

    Time to first answer
    4–6 weeks
    Who does the work
    Whoever's assigned
    Minimum commitment
    6 months typical
    Pricing
    "Contact us"
    Can they build the data layer?
    Usually not — most are SEO shops

    In-house hire

    Time to first answer
    Hiring cycle
    Who does the work
    One person
    Minimum commitment
    Salary
    Pricing
    Salary + benefits
    Can they build the data layer?
    Depends

    Me

    Time to first answer
    Days
    Who does the work
    The person you talked to
    Minimum commitment
    Fixed scope, no retainer required
    Pricing
    Published
    Can they build the data layer?
    Yes

    Most firms selling AI visibility are SEO agencies that renamed a services page last year. They can rewrite your content. They cannot build you an API that an AI agent can query. I have already built one — for an entire country's property market.

    Fit

    Who I work with

    Real estate and property

    Where I have gone deepest. See Parcela Nova.

    Service businesses with real operations

    Clinics, logistics, professional services. Anywhere manual process is eating margin.

    Founders who need a senior read, fast

    One call, one honest answer about whether AI helps you or not.

    Questions

    Before you book

    Twenty minutes, one honest answer.

    Tell me what your business does. I'll tell you whether AI can currently find it, and whether that's worth fixing. No deck, no pitch.

    Book a 20-min call