LLM Application Development
Custom applications built on top of large language models — chatbots, copilots, content generation systems, document analysis tools. Prompt engineering, fine-tuning and guardrails included.
[ AI Product Engineering ]
AI Products Built for the Real World
We design and build AI-powered products from the ground up — LLM applications, multi-agent systems, RAG pipelines, computer vision and NLP. Not proof-of-concepts that look good in demos. Production systems that handle real users, real data and real edge cases. Our own products (Inscrape, Nirvana, SwarmScope) are the proof.
[ What’s included ]
Multi-Agent Systems
Architectures where specialised AI agents collaborate to handle complex workflows. We built SwarmScope with 5,000+ concurrent agents — we know how to make multi-agent systems work at scale.
RAG Pipelines
Retrieval-Augmented Generation systems that ground AI responses in your data. Vector databases, embedding strategies, chunk optimisation and hybrid search — built for accuracy.
Production MLOps
Model deployment, monitoring, versioning and retraining pipelines. We don't just build models — we build the infrastructure that keeps them performing in production.
[ How it goes ]
- Problem FramingWe define the AI problem clearly — what data you have, what outcome you need, what constraints exist. No AI for AI's sake.
- Rapid PrototypeA working prototype in days, not months. We validate the approach with real data before investing in production engineering.
- Production BuildThe validated approach gets hardened — error handling, edge cases, scalability, monitoring. Built to handle real-world traffic.
- Deploy & MonitorDeployed with full observability — latency tracking, accuracy monitoring, cost controls. We don't ship and forget.
3AI products shipped to production
5,000+Concurrent agents in SwarmScope
Dual-EngineRAG+HAG system built (HeuriSight)
< 4 weeksTypical prototype-to-production
PythonPyTorchLangChainOpenAI APIAnthropic Claude APIPineconeFastAPIDocker
[ Also from the studio ]
- 01
MVP & Rapid Prototyping
Service - 02
Full-Stack Development
Service - 03
Cybersecurity & Auditing
Service - 04
Blockchain & Web3
Service - 05
Data Engineering & ML
Service