Complex Systems.
Not just Prompts.
We build "Intelligent Systems" where AI is just the tip of the iceberg. Beneath the surface: fault-tolerant architecture, legacy integrations, and strict business logic.
Why GPT Wrappers Fail in Enterprise
Business needs processes, not chatbots. We bridge the gap between "Magic AI Demo" and "Production Reality".
Legacy Data
Your data isn't in a Vector DB. It's in Oracle (2010), SAP, or 1C. We build the adapters to fetch it.
Security & PII
You can't send customer names to OpenAI. We deploy On-premise LLMs inside your perimeter.
Strict Logic
Neural networks hallucinate. We wrap them in code constraints (Guardrails) to ensure reliability.
Sber Analytics Middleware
Challenge: Deliver real-time data to AI risk models without crashing the monolithic banking core under 15k EPS load.
Solution: Fault-tolerant Data Bus (CDC + Kafka) with complete core isolation.
Design Copilot
Challenge: Automate Design QA across 150+ designers.
Solution: A hybrid engine (Computer Vision + Code AST) that checks Figma layouts against the Design System in real-time.
Layer ID: 124:4
Frame: "Cart_V2"
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- Visual Noise
- Parse Tree
- Token Map
If (Visual != Token) -> Error
How we engage without SOW?
Complex systems cannot be estimated "at a glance". We use a phased approach to reduce uncertainty. You pay for the result of each stage, avoiding the "black box" trap.
Discovery & Audit
2-3 weeks. We study legacy code, interview stakeholders, and draft the Architecture Vision. Output: Roadmap & Risk Assessment.
PoC (Proof of Concept)
4-6 weeks. We build the "skeleton" on real data. Testing hypotheses (e.g., RAG quality). Output: Working Prototype.
Production Engineering
3-6 months. Kubernetes, CI/CD, Tests, Monitoring. Output: Production System.
Automated Content Factory
Example of internal process automation: GenAI Pipeline from trend watching to video publishing.
Monitoring Telegram & Trends. Topic Clustering.
Script generation (Hook-Body-CTA). Timecodes.
Stock Library
Gen-AI Pipeline
COMPUTE CLUSTER
High-Load EnvironmentComposition on timeline.
Human Approval Loop.
Enterprise Standards
IP Rights & NDA
We work under strict NDA. All IP rights for code and architecture are transferred to the client. No Vendor Lock-in.
Security (On-Premise)
Local LLM deployment. Data sanitization gateways. Your data never leaves your perimeter.
Scalability
Kubernetes-ready microservices. CI/CD pipelines. We build systems designed to grow.
Ready for a "Big" Project?
Book a free 30-min architectural review. We will understand the task, assess risks, and draft a high-level Roadmap.
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