AI integration for Russian organizations

60-90 days to a working pilot on certified infrastructure. Open methodology. Reproducible case studies.

ООО ЛИИ · ИНН 2100031165Selectel Partner152-ФЗ level 1FSTECGIS K1EduBench-RU

Why most AI projects die

Two barriers that kill projects before they ship:

152-ФЗ-compliant hosting with FSTEC certificates

12-18 months of internal development if you build it yourself. Most organizations cannot wait that long.

No methodology for measuring results

"We deployed AI — did it work?" without measurable KPIs turns into a subjective discussion at the next meeting.

We solve both. We deploy LLM solutions on certified Selectel infrastructure (152-ФЗ level 1, FSTEC orders 17/21, GIS K1 — all in standard offering, no markup). We measure outcomes with the open EduBench-RU methodology.

60-90 days from Discovery Week to a working pilot. Not consulting — a working solution with KPIs you can put in a report.

Where we go deep

Education

Russian-language pedagogy is our core area. EduBench-RU methodology, EduLLM-RU 27B, materials for educators, pilots with schools and universities. Teacher courses ("LLM for educators", from basic to certified) launch on learn.csylabs.com in Q2 2026.

learn.csylabs.com (Q2 2026)

Sports & federations

Analytics and platform work already in production with Russian federations. Experience in this vertical is the foundation that led to the education projects.

B2G readiness

Selectel certification stack (152-ФЗ level 1 + FSTEC + GIS K1) + Russian Software Registry in progress. We write in the format government procurement accepts.

How we work

Four stages, each gate-based. You do not have to continue if results do not convince — Discovery Week is often enough to understand whether a pilot is needed.

1

Discovery Week

Workflow mapping → data ontology → seam analysis (where AI delivers measurable efficiency) → scope document + pilot SoW

5 days·200-500K ₽(fixed)
2

Pilot

Deployment on Selectel · integration with your IT environment · team training · measurable KPIs · documentation + case study

60-90 days·2-5M ₽(fixed (scope-dependent))
3

Scale Retainer

System evolution · new use cases · SLA · quarterly roadmap · onboarding for new team members

6-24 months·500K-1.5M ₽/mo
4

Knowledge Transfer Bootcamp

2-day workshop + 4 weeks of follow-up · certification · methodology transfer (for faculty councils, ministries, regional operators)

2 days + 4 weeks·100-300K ₽/cohort

All stages month-to-month with 60-day exit clause. Annual contracts only at stage 3 and only after pilot validation.

Why we are trusted

Open methodology and code

Infrastructure

Selectel Partner Program

Registered partner — deploying on infrastructure with 152-ФЗ level 1, FSTEC orders 17/21, GIS K1, ISO 27001, PCI DSS included in standard offering

Russian Software Registry

Application in preparation under ООО ЛИИ

ЛИИ.Box on-prem option

Own deployment stack for air-gap requirements

Legal entity

ООО «ЛИИ»

Laboratory of Innovation Initiatives · ИНН 2100031165 · registered February 18, 2026

Stack

Visible by choice. Tech-stack disclosure is a capability signal — our moat is integration depth and delivery speed, not vendor secrecy.

DeploymentSelectel Cloud (Moscow / SPb) · Kubernetes · Docker · Ansible · Caddy
LLMQwen 3.5 · T-pro-it-2.1 · GigaChat · EduLLM-RU 27B · Claude / GPT (dev-only)
InferencevLLM · llama.cpp · Ollama (edge)
RAGpgvector · OpenSearch · hybrid BM25 + dense · BGE-Reranker
AgentsLangGraph · Claude Agent SDK · function calling (outlines, lm-format-enforcer)
EvaluationEduBench-RU methodology · LLM-as-judge · RAGAS · statistical A/B
DataPostgreSQL 18 · Hasura GraphQL · better-auth · Next.js 16
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Team

Daniel Ivanov

Founder, Director, lead architect

Eight years in production infrastructure for international sports — twenty thousand live events across a dozen countries. Last two years: deep focus on LLM and AI infrastructure. Author of EduBench-RU, trained EduLLM-RU 27B, writing openly about the process on Habr and in @techaroundsports.

Team is growing this quarter: IT-delivery + business development contracts in signing. Extended network (education domain advisors, video production, legal counsel) engaged per project.

Book Discovery Week

Leave your contacts — we reply within 24 hours and propose a 15-minute call to scope the engagement.

Prefer email directly? daniel@csylabs.com · Prefer Telegram? @techaroundsports (public channel) — write there and I reply in DM.