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andydataguy

[ ABOUT ]

I'm Andy Houston. I write copy and build software to help you sell more.

A metal-art brand's monthly sales rose from about $10K to $150K in 90 days with my help. The case studies explain what I did and what happened.

Based
Cebu, PH
Working
You work directly with me
Stack
Pydantic · FastAPI · LogFire · Convex · Gemini · MCP

I write the copy, run the ads, analytics and CRM, and build AI systems myself.

I do the writing, advertising and engineering myself. If your project needs more than one of them, it doesn't get passed between providers.

I research customer language before writing sales pages and emails. I test ads and landing pages, analyze campaign records, and build software for sales teams and AI document search.

I connect the writing, software and business decisions in a project. The case studies show where that involved changing an offer, analyzing ad records or building a system.

All six functions route through the same diagnostic spine. People, then product, then process. Diagnose before prescribing.

Reality forced four changes to my method.

These experiences changed how I research a business, plan the work and check the results.

2012 to 2015 · DOOR-TO-DOOR & INSURANCE

Sales calls have to earn the next minute.

Knocking on doors in Dallas selling knives and soap. Cold-calling thousands of people for life insurance. Raising real-estate capital from investors three times my age. Those early sales jobs taught me to treat rejection as feedback on the approach. You earn about four seconds to justify the next thirty. After that the math takes over.

I rebuilt an agency's application process to screen enquiries before a sales call.

2015 to 2016 · VEGAS THERAPY CLINIC

Hear what isn't being said.

A year holding space for trauma victims at a clinic in Las Vegas. The lesson that translated directly into market research: the surface complaint is rarely the real problem. The customer who says "I need more leads" almost always means "I'm terrified my business doesn't actually work." The customer who says "the website looks dated" almost always means "I'm embarrassed to send the URL to the people I want to impress."

Methodology shift: every diagnostic now runs seven layers deep before recommending a deliverable. The 180-point ICP profile I use on every engagement was built so I'd never again propose a solution to the wrong layer of pain.

2017 to 2021 · AGENCY, ECOM, MANUFACTURING

Growing teams need instructions other people can use.

I built three e-commerce brands past seven figures, including a metal-art DTC business that went from $10K monthly to $150K monthly in 90 days, crossed $1M within seven months, and eventually went eight-figure. I closed $199.5K in coaching sales in under thirty days as head coach of a hybrid program, and built CRMs for teams ranging from 20 to 250 people. I ran my own agency at $10K a day in sustained ad spend, peaking above $50K. I also ran a 10,000 square foot manufacturing shop in Colorado upstairs from the agency office.

I lost the agency and a metal shop while trying to grow both. I split my time between an agency I knew and a shop I didn't know how to run.

I define the first useful version before choosing what to build. A design review for an AI project let me cut an unnecessary integration before implementation.

2022 to 2025 · DATA ENGINEERING, CRYPTO, AI

Advertising also depends on data and working systems.

After watching a dozen consulting clients get smacked by the iOS 14 attribution collapse and the Facebook ad-pocalypse, I stopped being purely a marketer. Two years self-taught into data engineering, building production systems on Pydantic, FastAPI, LogFire, and Hypothesis. Helped design an algorithmic trading system where data quality bugs cost houses, not reports. Worked tokenomics and incentive design for over two dozen Solana projects on a $500M+ TVL platform. Got rugged on a Polkadot project I helped scale from $10M to over $100M market cap, and learned the hard way that investor character is more load-bearing than the team's technical talent.

I test system behavior and keep records that help the team investigate failures.

What I'm building right now.

I left consulting full-time for six months in 2025 to research agent-native compiler technologies, then came back. The current set of work is what feeds the methodology.

THE CONTENT COMPILER

My content system revises selected paragraphs while keeping approved text. I estimate from the design that an edit needs about 90% less context than regenerating the whole draft.

Companies I'm building

It's a growing set of named and unnamed companies. ContentFactory is live and paid for by its first dealership client. WikiDesignCo, FreelanceBuddy, SocialStoryboard, Constellation Media, Node Foreman, QuantScientist, Depths of the Void are at various stages. Each company is a productized version of a service I previously delivered as a freelancer.

AI document search

My agents search a private library for passages relevant to their questions. Different document types are split where their topics change.

WRITING IN PUBLIC

The Wiki holds guides and notes about the work, including what I build and how I investigate problems.

I explain what the work requires.

I'm autistic. The way that surfaces in the work is direct language, fast pattern recognition, and an allergy to corporate scaffolding. If a sentence doesn't earn its place, I cut it. Communication is once, directly, positively. People who like that find it refreshing. People who want softer framing usually self-select out, which is fine.

I don't take retainers that can't support deep work, because a budget stretched that thin means cutting corners. I don't take projects where the operator wants a magic button and refuses to share data. Every paid acquisition engagement includes a quoted test budget because the market gets the final vote on whether it responds. The system, the diagnostic depth, and the output quality are mine to guarantee.

I work from Cebu, Philippines, on Pacific or Asia time depending on the engagement. I work asynchronously wherever the work allows. Weekly reports explain what changed, what it means and what happens next.

Read the Wiki, or send me your problem. Both work.

The Wiki holds the detailed guides. Use the quote form to describe work you'd like me to assess.