
We specialize in building and automating complex systems for SMEs, turning operational challenges into seamless, efficient business solutions.
We build scalable systems solving real world problems.
We ship in sprints, validate early, and build only what creates value. Every feature is modular, every decision is measured against cost and impact. You see progress in weeks, not months.
AI-powered automation tools, WebRTC matchmaking platforms, Unity games with pose-tracking mechanics, RAG agents, lead generation scrapers, NLP dialers—systems that scale without breaking.
We set the architecture, remove blockers, and deliver. Simple as that.
Custom point-of-sale solutions that streamline operations, track inventory in real-time, and provide actionable insights.
✓ Reduce operational overhead by 60% with modular, tailored workflows
Customer relationship management systems designed to enhance sales, track interactions, and boost retention.
✓ Turn customer data into revenue with intelligent segmentation
Automated systems that generate professional proposals, quotes, and contracts in minutes instead of hours.
✓ Save 10+ hours weekly on document generation and follow-ups
RAG-based chat agents and NLP systems that handle customer inquiries 24/7 with high accuracy and context.
✓ Never miss a lead with instant, accurate responses
Full-stack web and mobile applications built with modern frameworks, optimized for performance and scalability.
✓ Launch production-ready apps in weeks, not months
IoT integrations, hardware interfaces, and real-time data processing for specialized business needs.
✓ Connect physical operations with digital intelligence

Intelligent, cost-effective outbound calling — zero LLM overhead
Twilio SIP Trunking · FreeSwitch · Rasa NLU · OpenAI Whisper (STT) · Python (custom orchestration)
A high-performance, deterministic outbound dialer engineered for large-scale campaigns such as appointment reminders, payment notifications, and surveys — delivering reliable automation at a fraction of the cost of LLM-based alternatives.
LLM-powered dialers incur high per-call API expenses, unpredictable latency, and serious risks of hallucinations or off-script responses — unacceptable for regulated industries or high-volume operations. With thousands of daily calls, inference costs become prohibitive, while inconsistent AI behavior jeopardizes compliance and brand trust.
We designed a streamlined, fully deterministic NLP architecture using Rasa for fast, accurate intent classification and entity extraction, paired with Whisper for robust speech-to-text in real-world audio conditions. Pre-recorded, pre-approved audio responses are triggered instantly by detected intents — guaranteeing 100% script adherence. Asterisk + Twilio provides scalable, carrier-grade telephony. Custom Python logic manages intelligent call flows, retries, hang-up detection, and real-time analytics dashboards. The result: no generative AI = no hallucinations, no variable latency, and dramatically lower operating costs.

Body movement as controller — precision motion meets perfect rhythm
MediaPipe · Unity · C# · Python (processing pipeline), Digital Ocean
A groundbreaking rhythm-action game that eliminates traditional controllers, transforming players' natural body movements and gestures into real-time gameplay inputs using state-of-the-art pose estimation.
Consumer-grade motion control demands sub-20 ms latency to preserve rhythm-game immersion, yet pose detection frequently suffers from jitter, lighting variance, body-type differences, and hardware limitations — causing false positives, missed inputs, and broken gameplay flow.
We built a highly optimized MediaPipe-based pose detection pipeline tailored specifically for rhythm gaming (reduced model size + focused landmark selection for speed without accuracy loss). Developed a custom motion-smoothing & noise-filtering algorithm that eliminates jitter while keeping latency imperceptible. Implemented adaptive, player-specific calibration (height, arm length, lighting compensation) for consistent performance across devices and environments. Seamless Unity integration ensures smooth 60 FPS gameplay on everything from mid-range smartphones to high-end PCs. The system tracks 17 core body landmarks and maps movements to inputs with frame-accurate timing.

Always-on, always-accurate business knowledge — no more missed sales
n8n (workflow automation) · Supabase (vector database + Postgres) · Google Gemini · Anthropic Claude
A powerful, fully contextual conversational agent that acts as an instant, 24/7 expert on any business — powered by Retrieval-Augmented Generation (RAG) and a comprehensive vectorized knowledge base.
Business owners lose revenue from delayed or unanswered customer inquiries on platforms like Facebook Messenger. Built-in auto-responders are often inaccurate or too generic, while rigid rule-based chatbots fail at nuanced questions (e.g., service comparisons, custom packages, date availability). Manual follow-up is time-consuming and unscalable.
We created a complete RAG pipeline that ingests and vectorizes all business assets: service descriptions, pricing, FAQs, policies, past interactions, and documents. Supabase stores the 2D vector index for fast, semantic similarity retrieval. On each query, the most relevant context is retrieved and fed to Gemini or Claude to generate precise, natural-language answers. n8n orchestrates everything — enabling no-code updates to the knowledge base. The agent maintains multi-turn context, gracefully handles unknowns ("I don't have that info — let me connect you to a human"), and escalates seamlessly when needed. Rapid integration with existing messaging channels (deployment in < 48 hours).

Modular platform that cuts operational overhead by 60%
React.js · Tailwind CSS · Node.js · Express.js · PostgreSQL · Redis · WebSockets · AWS / Vercel / DigitalOcean
A configurable, modular POS built on a single robust codebase — delivering fully tailored workflow automation for retail and food service businesses in weeks, at 60–70% lower cost than traditional custom development.
Off-the-shelf POS forces workflow changes; full custom builds cost PHP50K+ and take 6–12 months. Businesses suffer from manual tracking, stockouts, overstock, guesswork ordering, and zero actionable insights into sales or customers.
Engineered a battle-tested core platform with pluggable modules for rapid, client-specific customization. Real-time inventory sync via WebSockets (offline-first capable), custom business logic: pricing, workflows, reports. Cloud-hosted for scalability; tailored 1-on-1 without reinventing core features. Key Features: Unified Inventory & Sales (Auto-updates, low-stock alerts → 75% less manual time, zero reconciliation errors), Advanced Analytics (Product velocity, margins, trends → 23% less dead stock, optimized purchasing), Customer Insights (Segmentation, repeat tracking → 18% more repeat customers via targeted promotions), Time-Series Dashboards (Hourly/daily/seasonal trends → Reduced labor costs, better staffing).
From concept to production in weeks. We ship fast, iterate faster, and deliver working solutions while others are still in planning.
60-70% lower cost than traditional custom development. Enterprise-grade systems at SME-friendly prices.
Cutting-edge AI and NLP without the bloat. We build deterministic systems that work consistently and scale efficiently.
Special rates for educational institutions and student projects. We invest in the next generation of innovators.
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