mihalkevich.com · development studio

end to end.

A senior studio that takes you from idea to a deployed product, then wires AI agents into the work that should run itself. Built with eval-gated discipline, deployed in your cloud, owned entirely by you.

15 minutes, no pitch — tell me the problem and I'll say if we can help.

  • Code and access are yours
  • Fixed timeline and estimate
  • Working across RU & BY

The studio, in brief

14

delivery directions

2

locales — RU · EN

100%

code and access — yours

от 2

weeks — and the project starts

Where to start

What do you need?

Two tracks for two different jobs. Pick yours — and land exactly where you need to.

The stack we build on

Claude
OpenAI
Gemini
Hugging Face
PyTorch
ClickHouse
Postgres
Kubernetes
NVIDIA

What we build

What we build

AI products, end to end

From spec to a live URL: web apps, dashboards, internal tools. We design, build, deploy, and keep them running.

Agents wired into your work

Hook Claude Code, custom agents, and MCP tools into your real systems — support, ops, content, data — so the busywork runs itself.

Automation & integrations

Connect the tools you already use. Pipelines, webhooks, and eval-gated automations that fail loudly instead of silently.

Fractional AI engineering

Embed with your team for a sprint or a quarter. We set up the workflow, ship the first wins, and leave you able to run it.

Directions

What we do

Full cycle: from a site or online store to CRM, 1C and AI agents. Pick a direction — inside you'll find exactly what's included, timelines, and an honest price range.

Web development

Sites, stores and services ready to take traffic and leads.

CRM & 1С

Bitrix24, 1C and integrations — order in your books and sales.

AI & automation

Chatbots, agents and automation built around your processes.

Support

Improvements, support and design for products already live.

Why you can trust us

A studio you can relax with

We remove the biggest fears of working with a contractor: opacity, missed deadlines, and lock-in.

AI-accelerated delivery

AI takes the routine — markup, boilerplate screens, copy — while seniors stay on the hard parts. What used to take a month ships in 2–3 weeks with no loss of quality.

Deep 1C expertise

Our superpower is wiring 1C to your site, CRM and marketplaces. Two-way sync of stock, prices and orders — no double entry, no manual reconciliation.

Fixed timeline and estimate

Before we start you get a price/time range and a week-by-week plan. Scope is fixed in the contract — no "just a bit more" and no after-the-fact invoices.

The code and access are yours

Source, domain, hosting and all access belong to you from day one. No vendor lock-in: any team can pick the product up and keep building.

A transparent process

We work in sprints with a demo at the end of each. You watch progress and adjust course instead of waiting on a black box.

Seniors on the line

Your project is run by senior engineers, not juniors on a template. We reply within a day and speak the language of business, not boilerplate.

Full-cycle delivery

Full-cycle delivery

One accountable team from the first call to production and beyond — no handoffs, no juniors.

01

Discover

Map the workflow, the data, and the forbidden scope. A written spec, not a vibe.

02

Architect

Design the agents, guardrails, and the integration surface.

03

Build

Short verifiable sprints — working software every few days.

04

Wire agents

Connect to your real systems with written eval cases and guardrails.

05

Deploy

Ship into your contour with rollout controls and full audit.

06

Operate

Monitor, evaluate, improve — or hand it over to your team.

We wire agents into your stack

Integrations & implementations

If your team uses it, we can wire an agent into it.

Models & LLM

Frontier, open-weight (Qwen, DeepSeek, Llama) and sovereign — hosted or fully self-hosted with vLLM, Ollama, or Triton.

Data & big data

ClickHouse, Greenplum, Postgres, Spark, Airflow, Kafka, Trino, and dbt — batch and streaming.

Vector & RAG

Qdrant, pgvector, Elastic, and Milvus — retrieval with reranking and written eval cases.

ML & training

PyTorch, scikit-learn, CatBoost, ONNX, and Triton — training and inference on your own GPUs.

Infra & identity

Kubernetes, Docker, MinIO, Keycloak / SSO, and Vault — on-prem or in your private cloud.

Observability & evals

Grafana, Prometheus, VictoriaMetrics, and Langfuse for LLM traces and audit logging.

Models, data platforms, vector stores, identity and observability — wired with least-privilege access and eval gates, on-prem or in your private cloud.

Claude
OpenAI
Gemini
GigaChat
YandexGPT
Hugging Face
Ollama
vLLM
NVIDIA
PyTorch
LangChain
ClickHouse
Greenplum
Spark
Airflow
Kafka
Trino
dbt
Postgres
Elastic
MongoDB
Redis
Qdrant
Kubernetes
Docker
MinIO
Keycloak
Vault
Grafana
Prometheus

Any deployment model

Any deployment model

Closed-contour and air-gapped, on-prem, your private cloud, or fully managed — your data residency, your controls, your audit trail.

Air-gapped

Closed contour

Air-gapped, isolated networks. Self-hosted open-weight and sovereign models — nothing leaves the perimeter.

On-prem

Deployed on your own hardware, behind your firewall, under your change control.

Private cloud

Your AWS, GCP, or Azure VPC — your accounts, your keys, your logging.

Managed

We run it on hardened infra and operate it for you, with SLAs and on-call.

Stacks we wire together

Stacks we wire together

An agent inside your tools

Claude Code + MCP wired into the CRM, Notion, Slack, or database your team already lives in.

A product from zero

Next.js + Postgres on Railway or Vercel — idea to a deployed app with auth, data, and payments.

Knowledge that answers

RAG over your own docs with embeddings and evals, so the assistant answers from your content — not vibes.

Automation that holds

Webhooks, cron, and eval-gated pipelines that fail loudly instead of silently.

Closed-contour and air-gapped, on-prem or in your cloud — self-hosted open-weight models (Qwen, DeepSeek, Llama) and sovereign LLMs, so data never leaves the perimeter.

Technology

Technology

The stack we actually run in production — modern AI, data and ML, plus the sovereign, import-substitution tooling for closed-contour delivery in Russia. Self-hosted wherever data can't leave the perimeter.

Models & LLMs

ClaudeGPT-4oGeminiLlamaQwenDeepSeekMistralGigaChatYandexGPTCotype

Serving & inference

vLLMOllamaTGISGLangllama.cppNVIDIA TritonTensorRT-LLM

Agent frameworks

Claude Agent SDKMCPLangGraphLangChainLlamaIndexCrewAIAutoGen

ML & training

PyTorchscikit-learnCatBoostXGBoostLightGBMONNXRayMLflow

Data & big data

ClickHouseGreenplum / ArenadataApache SparkApache FlinkAirflowKafkaTrinodbtIceberg

Vector & search

QdrantpgvectorMilvusWeaviateElasticsearchOpenSearchFAISS

Databases & storage

PostgreSQL / Postgres ProTarantoolRedisMongoDBMinIOS3

Infra & on-prem

KubernetesDockerDeckhouseTerraform / OpenTofuAnsibleKeycloakVaultNginxAstra LinuxRED OS

Observability & evals

GrafanaPrometheusVictoriaMetricsLokiOpenTelemetryLangfuse

Product & languages

Next.jsReactTypeScriptPythonFastAPIGoNode.jsTailwind CSS

Security & ownership

Security & ownership

The questions your security and procurement teams ask — answered before you have to send the questionnaire.

Your cloud or ours

We deploy into your AWS, GCP, or Azure — or our managed infra. Your choice, your control, your audit trail.

You own all code & IP

Every line, repo, and credential is yours from day one. Full access along the way and at handover — nothing locked behind us.

NDA & MSA ready

We sign your NDA before the first real call and work under your MSA. Standard for us, not a special request.

No data retention by default

Least-privilege access, working copies deleted on handover. Your data stays yours; we don't keep what we don't need.

Eval-gated agents

Every agent ships with written eval cases and guardrails, so it fails loudly and visibly — never silently in production.

Auditable by design

Written specs, reviewable diffs, and a clear changelog. Every change is traceable to a reason and a commit.

Cases

What it looks like in practice

Representative examples across our directions. These are samples of the class of work — no invented client names.

View all cases →

Testimonials

What clients say

Real client testimonials will appear here. Below are role-only, representative placeholders that we will replace with verified quotes.

  • Sample — to replace
    [TESTIMONIAL — replace] They built our corporate site in three weeks instead of someone else's promised two months. Timeline and estimate didn't move a day, and we now edit the content ourselves.

    Head of Marketing

    Manufacturing, B2B

  • Sample — to replace
    [TESTIMONIAL — replace] They launched our online store from scratch: catalog, payments, delivery. A month after launch, web orders overtook phone orders — customers check out themselves, no calls needed.

    Business Owner

    Retail

  • Sample — to replace
    [TESTIMONIAL — replace] They connected our store to 1C — double order entry is gone and stock finally matches. We used to lose sales on items we didn't have.

    Head of Sales

    Wholesale

  • Sample — to replace
    [TESTIMONIAL — replace] They rolled out Bitrix24 and wired 1C into it. The team works in one window and management sees the pipeline in real time, not at month's end.

    Commercial Director

    Services

  • Sample — to replace
    [TESTIMONIAL — replace] They automated the routine in 1C — monthly close now takes days, not weeks. Accounting stopped staying late during reporting season.

    CFO

    Distribution

  • Sample — to replace
    [TESTIMONIAL — replace] They put an AI assistant on first-line support. The bot closes routine questions itself and only hands the hard ones to a human — response time dropped sharply.

    Head of Support

    SaaS / IT

  • Sample — to replace
    [TESTIMONIAL — replace] They built an AI agent that triages incoming requests and files them into the CRM with the right fields. The team stopped copying data out of emails by hand.

    Operations Director

    Logistics

  • Sample — to replace
    [TESTIMONIAL — replace] They set up an integration between warehouse, CRM and accounting — data moves on its own and the nightly reconciliations stopped. The systems finally speak one language.

    IT Director

    E-commerce

  • Sample — to replace
    [TESTIMONIAL — replace] They shipped a customer mobile app — orders, statuses, push. Call-center load dropped noticeably and repeat purchases went up.

    Head of Product

    Service & Delivery

  • Sample — to replace
    [TESTIMONIAL — replace] They worked like an extension of our team: clear demos every week, honest timeline estimates, and support after launch. A rare case where the vendor doesn't vanish.

    CEO

    Small Business

Proof

Our live flagship — built in the open

This whole site — three course tracks, 20+ simulators, magic-link auth, payments, bilingual EN/RU, deployed on Railway — is built and shipped with the same agent-driven discipline we'd bring to your project. The changelog is public.

3 course tracks20+ simulatorsEN + RUShipped daily
See the changelog →
AM

Alexander Mihalkevich

Founder · mihalkevich.com

Taking new projects

“We ship daily — this very platform is our live, public portfolio.”

How we de-risk it

Enterprise work fails on surprises, not on code. We remove the surprises up front.

Fixed-scope contracts

We agree the outcome and the forbidden scope in writing. No scope-bleed, no surprise invoices.

Working software every sprint

You see a deployed, working build every few days — never a big-bang reveal at the end.

Milestone-based payment

You pay against shipped milestones, not promises. A small pilot de-risks the rest of the work.

A direct line, < 1 business day

You talk to the people building, not an account manager. Questions answered within one business day.

Engagement models

Engagement models

No off-the-shelf pricing — every enterprise engagement is scoped to you. Tell us the problem and we'll shape the right model, the team, and a quote.

Pilot

Fixed scope· 1–2 weeks

Prove the value fast — one workflow agent or an MVP slice, scoped, built, and deployed.

Start a project →

Embed

Fractional team· ongoing

We run alongside your team — set up the workflow, ship weekly, and hand it over.

Start a project →

Questions enterprise buyers ask

Questions enterprise buyers ask

What if a key person is unavailable?

Work is spec-driven and version-controlled, with agents carrying the repetitive load. Nothing lives only in one person's head, and you hold full repo access throughout — so delivery never depends on a single calendar.

Who owns the code and the IP?

You do, fully. Code, repositories, and credentials are yours from day one and handed over in full. We keep nothing that ties you to us.

How is our data handled?

Least-privilege access, deployment in your cloud where possible, no retention by default, and working copies deleted on handover. We sign your NDA up front.

Do you offer support after handover?

Yes. We hand over docs and a walkthrough so your team can run it independently, and offer an optional retainer for ongoing changes and on-call.

Can you work under our contract and procurement?

Yes. We sign your NDA and MSA, invoice on your terms, and complete your security review. Tell us the process and we follow it.

Who you work with

AM

Alexander Mihalkevich

Taking new projects

Founder · mihalkevich.com

I lead the studio and stay on every engagement — you get a direct line to the person accountable for the outcome, not an account manager. Agents carry the heavy lifting; the discipline and the result are mine to own.

Book a call

15 minutes, no pitch — tell me the problem and I'll say if we can help.

Tell us about the project

One message, straight to Alexander. We reply within a business day.

Production AI, inside your perimeter.

We design, build, and run AI systems where your data already lives — closed contour or open, your cloud or ours, wired into the platforms you already operate.

Start a project →