01 · audit
AI Search Visibility Audit
Find out how ChatGPT, Perplexity and Google AI describe your business — and what to fix first.
DetailsCareer Arc
20+ years of building things that work.
I started by obsessing over single pixels in a photography studio — lighting, composition, the science of making products sell. That obsession with precision led me through marketing at industrial plants, into web development, and finally into AI architecture. The AI here is all Google’s own — a Gemma 4 I fine-tuned and self-host, EmbeddingGemma for search, Chirp 3 for voice.
My engineering philosophy was forged by necessity. I build systems designed to run autonomously, scale without me, and fail gracefully. Every architecture decision asks one question: "Will this still work when I can't be there?"
Product-photography system for a marketplace shop that sold over 1.3M units
Industrial manufacturing — data-driven campaigns at scale
Founded VKV — New Vision. Vanilla code, no framework, no CMS
Multi-agent orchestration, autonomous pipelines, local LLM fine-tuning
Engineering philosophy
Maximum autonomy. Minimum human-in-the-loop. Systems that run when you can't.
// proof
The free tier of the paid work: tokenize text, compose prompts, explore embeddings on the studio's self-hosted server — proof you can poke before you pay for anything.
// tech stack
Carefully chosen. Obsessively optimized.
Questions
Two doors. If you want a low-risk first step, order the €900 AI-visibility audit — fixed scope, no call required, delivered in 5–10 business days. If your project is bigger, use the contact page: four short questions, and you get a written reply from the engineer within one business day — with an optional 30-minute call slot if you prefer talking. For everything beyond the audit, a signed contract and NDA come before any work does; the audit needs neither, since it reads only public sources.
Fixed prices, split into milestones — typically 30/40/30 — so your prepayment never exceeds one milestone. Payment by bank transfer against an invoice; the account details and the currency are on the invoice. Invoices carry no VAT — EU and UK clients self-account for it under the reverse charge, with your VAT ID on the invoice; other jurisdictions owe none, and your finance team already knows this pattern. Monthly retainers are invoiced monthly and can be cancelled any month.
The audit: 5–10 business days. A RAG assistant pilot: three weeks. A website: three to five weeks. A self-hosted AI deployment: four to six weeks. The date is written into the contract next to the price — and if a date moves for a reason on my side, you hear about it before it moves, not after.
Every package states its scope up front, so 'is this included?' has a written answer before it's ever asked. Anything beyond the written scope gets a quote before the work happens — never a surprise line on the invoice. Fixed price only works when the scope is honest in both directions.
Each rung has its own answer, in writing. The audit: if the report shows you nothing you can act on, you don't pay. The RAG pilot: we define an acceptance test together before work starts — fail it, and the final milestone isn't due. Websites: the Lighthouse target is contractual. Everything ships with a 30-day post-launch warranty, and milestone payments mean you never paid ahead beyond one step.
You do — all of it, in full, on final payment. The stack is deliberately standard and open (Astro, llama.cpp or vLLM, pgvector or Qdrant), the server is registered in your name, and the handover pack — documentation, runbook, credentials in your vault — is part of the deliverable, not an extra. Your data stays on infrastructure you control — that is the architecture, not a promise. What access I hold to it, and for how long, is a separate matter and it is agreed in writing before the work starts, rather than left to be inferred from that sentence.
The honest answer has two parts. Day to day: I reply within one business day in EU hours, in writing — a promise one engineer can actually keep, unlike a badge that promises more than any one person can deliver. Long term: every system is documented, runbook'd and built on standard components precisely so your own IT can take it over at any moment. The systems are designed to run when I can't be there — that has been the engineering rule here for a decade.
Gyumri, Armenia — GMT+4, which puts my working afternoon inside EU and UK business hours every single day. The workflow is async-first: briefs and deliverables live in documents, calls happen when they earn their slot. Cross-border is routine here: contracts with an English-law option, reverse-charge invoices with no VAT, communication in English.
A registered sole proprietorship in Armenia since February 2026, with full registration and tax details in every contract and invoice. Not an agency — one engineer, on purpose: the person you talk to is the person who builds, and nothing is subcontracted behind your back. The Trust & Process page spells out the paperwork, the payment mechanics and the liability cap in advance.
// contact
Write two sentences about what you're trying to do. You'll get a straight answer — including "you don't need me for this" when that's the truth.
Prefer email? hello@vkvstudio.com
vkvstudio.com