Symbiosis Lab · Evgeny Orlov's AI lab

Model size isn't the edge. Methodology is.

A small model with our method beats an expensive one without it — by up to 700×. Proven across 6 studies. On that foundation: 11 AI products for research, hiring, content and sales. Local — without sending your data to OpenAI, Yandex or Sber.

700× That's what methodology adds on top of the model. Not "a little better" — hundreds of times. The market pays for model size. You pay for results.
11
products in the ecosystem
17+
proprietary methodologies
6
production agents in prod
130K
visitors/quarter at the flagship
#1
on Yandex & Google for "content factory"
Why it works

Everyone chases model size. We win with methodology — and hand it to you.

The market believes bigger models are smarter. We proved the opposite. Methodology beats model size — by 700×, across 6 studies. That's why our products are more accurate, cheaper, and run on your own infrastructure — your data never leaves. You get frontier-model results at the price of an ordinary one.

LAYER 01

Methodology

The IP — 17+ proprietary, science-grounded methodologies. Built on 4,000+ studies, not "prompts on a hunch".

LAYER 02

Technology

Orchestration and multi-agent systems. Model councils, peer-review, self-healing, audit trail.

LAYER 03

Data

Accumulation and network effect. Every run makes the next one sharper — an advantage that compounds.

A competitor copies one layer at a time. All three at once, plus the science behind them — that's years of lead.


Products

One foundation. Eleven products.

Each one solves a single expensive problem. Take one — or build your whole ecosystem on them.


Who it's for

What you get depends on who you are.

For enterprises

AI on your own infrastructure — data stays in. Start with a pilot, scale to a strategic partnership.

Discuss a pilot

For agencies

Ready-made tools for your clients — content, marketing, hiring. Plus a license to our methodologies under your own brand.

Explore the tools

For startups & experts

Products you can switch on today. Self-serve, no integrators, no long rollouts.

Try it now

For researchers & partners

Access to the author's stack: methodologies, publications, co-authorship, licensing.

To the methodologies

Trust

Proof, not promises.

Partnership

"We measure not hard skills, but the ability to think alongside AI. These are the new rules of hiring — and we wrote them."

Lidia Kobilyatskaya
Co-founder, COO · co-author of "The New Rules of Hiring in the AI Era" · 50/50 IP on ADI/HRP
Investment & interest

First investor secured in the hiring vertical. Talks under way with investors from Bahrain / UAE. Interest from government bodies in local AI solutions.

Reference clients
Fitoro Endemika ChocoBerry Bricks WB / Ozon
Evgeny Orlov — AI Systems Architect
Founder

Evgeny Orlov

AI Systems Architect

"I build agents that build and manage agents. And methodologies — at the points of failure."

Not an "AI consultant", but a methodologist-architect. Author of 17+ methodologies — SPE, CAPE, INoT, GEO, ADI/HRP — and the "local AI for business, no data sent outside" approach.

SPECAPEINoTGEOADIHRP
Founder's personal site

Tell us the problem — we'll match a product or build the solution.

Locally. On your own perimeter. With methodology, not hype.