VKVstudio

Self-hosted models, RAG assistants, and websites built to a Lighthouse clause. Fixed prices, from a registered studio on EU hours.

Services & pricing Enter the Lab
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// services

Start small. Scale on proof.

Fixed prices, itemized scope, a monthly engine when you want one. Written questions, a written proposal and agreement.

  • 99/100 Lighthouse performance this homepage, desktop, with the video hero; without it — 100
  • 6/6 Lighthouse agentic browsing local contact-page audit, Lighthouse 13.5 with native WebMCP enabled; the tool inventory is a separate informational row
  • 1.3M+ units sold by a client's shop Wildberries and Ozon — I built its product-photography system
  • self-hosted fine-tuned Gemma live on this site — click the brain and talk to it

01 · audit

AI Search Visibility Audit

Find out how ChatGPT, Perplexity and Google AI describe your business — and what to fix first.

€900 · fixed, no sales call needed 5–10 business days

Where AI answers cite you — and where they name your competitor instead. Fixed scope, written report, priced like a diagnostic, not a retainer.

Details

02 · pilot

Private AI Assistant — Pilot

Your technical documentation, answering questions in seconds — on infrastructure you control.

€4,500 · fixed pilot 3 weeks

A working RAG assistant over your technical documentation, with an acceptance test we write together before any money moves. Built for engineering, manufacturing, lab and construction teams; production follows only if the pilot passes.

Details

03 · sovereign

Self-Hosted AI Deployment

AI your data never leaves. Your hardware or a dedicated EU server — you own every part of it.

from €7,500 · starter deployment 4–6 weeks

A fine-tuned open model running where your compliance team can point at it. Starter from €7,500; typical full deployments run €15–25k.

Details

04 · web

Websites That Score 100

A marketing site that loads instantly and proves it — the way this one does: 100 without its video hero, 99 with it.

€3,500–5,500 · fixed scope 3–5 weeks

Astro, vanilla CSS, and a Lighthouse target written into the contract — measured on your real content, not a demo template.

Details
All services & pricing

Career Arc

From pixels to pipelines.

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?"

2004

Product Photographer

Product-photography system for a marketplace shop that sold over 1.3M units

2010

In-house Marketer

Industrial manufacturing — data-driven campaigns at scale

2016

Web Developer

Founded VKV — New Vision. Vanilla code, no framework, no CMS

2023

AI Architect

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.

// tech stack

The Stack

Carefully chosen. Obsessively optimized.

Python Backend
TypeScript Language
Astro Framework
Svelte UI
FastAPI API Server
Gemma 4 LLM
HuggingFace ML Platform
ONNX ML Runtime
Three.js 3D / WebGL
GSAP Animation
GCP Cloud

Questions

What people ask

  • How do we start?

    Start by email. For a low-risk first step, discuss the €900 AI-visibility audit — fixed scope, delivered in 5–10 business days. For a larger project, four short questions prepare your email draft. After you send it, the engineer replies in writing within one business day. Questions, proposal, scope and agreement are handled by correspondence. A signed contract and NDA precede work beyond the audit; the public-source audit needs neither.

  • How does payment work?

    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.

  • How long do projects take?

    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.

  • What about revisions and change requests?

    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.

  • What if I'm not happy with the result?

    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.

  • Who owns the code, the model and the data?

    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.

  • You're one person. What happens if you're unavailable?

    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.

  • Do you work European hours? Where are you?

    Gyumri, Armenia — GMT+4. My working afternoon overlaps EU and UK business hours. Briefs, questions, deliverables, scope and approval move through correspondence. Cross-border contracts have an English-law option; invoices carry no VAT under the published terms, and communication is in writing.

  • Is VKVstudio a real business — and is it an agency?

    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

Ready when you are

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.

vkvstudio.com