An R&D laboratory and AI innovation hub. We explore, build, and validate products across diverse industry domains — and help businesses unlock the full potential of intelligent automation.
Describe your problem — the agent will tell you whether we can help, and draft the inquiry for you.
You're talking to an AI agent: it can make mistakes and doesn't make promises on the team's behalf.
Principles
Five principles that stay the same from project to project — whatever the industry.
Every solution lives in our own operations before it ever reaches a client.
We build the intelligence layer on top of what you already run — MES, ERP, CRM. Nothing gets thrown away or rebuilt from scratch.
Every engagement is tied to one measurable number — success shows up in your figures, not in a presentation.
Knowledge, skill, outcome: RAG, fine-tuning, and optimization against your metric. Local deployment — data never leaves your perimeter.
RAGKnowledge
LoRASkill
RLOutcome
✓on-prem
We're not tied to a location: remote-first, and on your site when the project calls for it.
A research core that feeds a high-end services practice and a product line — each validated in our own operations before it reaches you.
Our research core. Applied research across our domain areas — from health and sensing to media, markets, and automation. We publish open work and deliver commissioned research as a service.
We build the last mile: taking the best existing models and carrying them to your process, your metric, and your infrastructure — from diagnosis to deployment.
Born in the lab, proven in our own day-to-day work, and only then brought to market.
We study a problem, prototype it, and prove it inside our own lab and daily work — then release it as a service or product. Every project strengthens the next.
We run it ourselves first.
We give models your documents, policies, and data — answers grounded in your reality, not the open web.
p(y | x, D), D = docs ∪ data
We teach models your way of working — your formats, your standards, your edge cases.
W′ = W + B·A rank r ≪ d
We drill models against your success metric until the behavior is the result you wanted.
π* = argmax E[R(τ)]
We don't build the brain. We train the best open models into a profession for your business.
The fields where our research has already reached a product or a deployment. The method itself isn't tied to an industry — we study the problem, model the process, and fine-tune open models to your metric.
Intelligent agents, workflow orchestration, and decision-support systems — from CRM pipelines to production lines.
Contactless monitoring, personalized health intelligence, and preventive care built on genomic, clinical, and environmental data.
AI-powered production pipelines for video, text, and creative assets at industrial scale.
Competitive analytics, financial modeling, and real-time market research.
Privacy-first environmental monitoring on existing infrastructure — no cameras, no wearables.
The method is domain-agnostic. If your area isn't one of these, that's not a no — it's where the research starts.
A cursor is a stream of coordinates. The field below turns that stream into a live motion vector — displacement, magnitude, angle. Qvijin Aura is built on the same principle, motion reconstructed from a signal stream — only its input is the reflections of ordinary Wi-Fi, not a cursor: no cameras, no wearables.
More on Qvijin AuraMove the cursor across the field — on a touch screen, a finger works.
|v| = √(dx² + dy²) · θ = atan2(dy, dx)
Projects we've delivered. Some clients we name; others, at their request, we keep anonymous.
Challenge
They needed an analytical market study for a specific business decision.
Solution
We ran the study end to end — gathered and structured the data and carried it through to conclusions they could act on.
Study delivered · findings fed real decisions
Challenge
They needed a single information resource — a public site and a working environment for every subdivision of the club.
Solution
We built one coherent platform: a public-facing site and the subdivisions' internal tools in a single system.
25,000+ visitors a month · one environment for every subdivision
Challenge
Building a complex of systems: integrations with CRM, advertising platforms, and analytics, plus AI woven into the services.
Solution
We designed and assembled a connected integration suite — with unified analytics and AI services across the perimeter. Separately, we built an autonomous, purpose-built graphic constructor on Qvijin Agents and embedded it fully into the system.
Suite assembled, in final validation
Challenge
Building complex modules for the web resources and establishing information security across the whole perimeter.
Solution
We delivered the modules and built the information-security system — one coherent, protected perimeter with no weak spots.
A system in production · zero findings from the regulator
Challenge
They needed a system to oversee the work of different specialists and optimize the center's processes.
Solution
We deployed Qvijin Agents: specialist oversight and process optimization in a single system.
Transparent quality oversight · optimized processes
Challenge
They needed a full cybersecurity program and to repel an active cyberattack.
Solution
We repelled the attack and built a standing program: regular penetration testing and vulnerability discovery through Qvijin Security Insights.
Attack repelled · continuous vulnerability oversight
Challenge
An information resource for a charity foundation — with its own cryptocurrency system for accepting donations.
Solution
We built the information resource; the crypto system is rolling out in stages — for a charity initiative in partnership with companies from the crypto market.
Resource in production · crypto system rolling out
Partners
Specialized work is delivered with a network of vetted partners — under our architecture and quality control.
Book a consultation
We work with organizations driven to improve. Tell us what runs too costly, too complex, or refuses to move — and we'll tell you honestly whether we can improve that number.
We're selective. We take on a limited number of engagements where applied AI can move a real business metric.