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 and Perplexity find, read and recommend you. Plus the automation underneath.

    • 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
    of a country mapped by a platform I built
    100%of a country mapped by a 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

    David Monzón, independent AI systems consultant, in a dark suit and tie against a blurred outdoor background, in black and white.

    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.

    What I have shipped

    Recent work

    Nationwide

    every municipality in the country, queryable by any AI

    Parcela Nova

    Guatemala's property market as a machine-readable data layer, with an open MCP server on top.

    Architect

    and the face of the training

    AI education channel

    Solutions architect for one of the largest AI education channels in the world. I design the systems that get taught, I am behind the guides and AI material paying subscribers get, and I deliver the training on camera.

    40+

    edge functions running invoicing, compliance and audit

    CB Loads LLC

    Not the website — the internal operations console behind it. Three roles with their own permissions, a full invoice lifecycle with public e-signature and generated PDFs, and W-9 collection with encrypted tax IDs.

    +2

    positions site-wide, one week after the rebuild went live

    Diabetcentro

    A diabetes clinic rebuilt end to end: faster, server-rendered and structured so machines can read it. The work went into the foundation, which is why the whole site moved at once rather than page by page.

    diabetcentro.com

    I can walk you through any of these in twenty minutes. See all work

    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

    How fast is fast?

    Visibility diagnosis: 3–5 business days. Most fixes: 1–2 weeks. A full build: 4–8 weeks. I can move this quickly because there is no handoff — I scope it and I build it.

    Are you an agency?

    No. One person. That is the point.

    What makes you different from an SEO agency?

    SEO agencies optimise words. I build the layer underneath — structured data, APIs, MCP servers — that lets AI systems query your business directly. I do the content work too, but the architecture is where the durable advantage is.

    Do you work with businesses outside Guatemala?

    I work across Guatemala, El Salvador, United States, Philippines, Europe, South Africa, India. Everything is remote, and I work in English and Spanish.

    What if I just need a website?

    I still build those. The difference is I build them to be readable by AI from day one.

    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