Engineering AI Systems That Survive Contact With Production
Esaholic is an enterprise AI software development agency founded in 2023. We specialize exclusively in autonomous multi-agent architecture, custom large language model fine-tuning, deterministic RAG retrieval systems, and MLOps infrastructure for organizations operating in regulated environments.
Our Founding Story & Engineering Philosophy
Esaholic was established in October 2023 by Umar Abbas following several years of observing recurring enterprise failure patterns in artificial intelligence adoption. Most corporate AI initiatives stalled at the prototype phase because off-the-shelf wrapper APIs lacked deterministic guardrails, latency guarantees, and private data isolation.
We built Esaholic with a singular mandate: replace superficial LLM demos with rigorous, production-grade agentic architecture. Today, our team of 35+ full-time machine learning engineers, data architects, and systems developers operates out of London, United Kingdom.
Our core viewpoint is simple: prompt engineering is not software engineering. Production AI requires explicit state graphs, vector retrieval validation, fallback routing, and continuous evaluation pipelines built directly into CI/CD workflows.
Concrete Deliverables
- ✓ 35+ Full-Time Machine Learning & Systems Engineers
- ✓ Founded October 2023 in London, UK
- ✓ 100% In-House Dedicated Engineering Teams
- ✓ Zero Outsourcing or Off-the-Shelf Wrapper Code
- ✓ SOC 2 Type II & ISO 42001 Audited Operations
What We Take On
- ✓ Autonomous Multi-Agent Swarms with MCP Protocol
- ✓ Custom SLM / LLM Fine-Tuning & Quantization
- ✓ Enterprise RAG & Hybrid Vector-Graph Retrieval
- ✓ High-Throughput MLOps & Real-Time Drift Monitoring
What We Refuse
- × Generic ChatGPT Wrapper Mobile Apps
- × Unvalidated Prompt-Only Chatbots without RAG
- × Black-box Third Party API Reselling
- × Projects lacking clear ROI evaluation metrics
London Engineering Headquarters
Located at 100 Innovation Way, London, EC1A 1BB. Our engineering lab hosts private model evaluation hardware and secure client review rooms.