Agentic AI, from prototype to production on Azure.
We design, ship, and harden enterprise AI systems — RAG, multi-agent workflows, observability, and security to Azure standards.
Built on frontier-lab evaluation & RLHF experience.
Two ways we engage.
Whether you're shipping agents into an enterprise or building the data that trains them, the work is held to the same evaluation bar.
Enterprise Agentic AI on Azure
From a working prototype in weeks to a hardened production system — on your Azure tenant, to your compliance bar.
- 01Rapid prototyping · feasibility sprints, working system in weeks
- 02RAG on Azure · AI Search, AI Foundry
- 03Multi-agent workflows · LangGraph, Agent Framework
- 04Observability · tracing, evaluation telemetry, cost control
- 05Security & privacy · Entra ID, Azure best practice
- 06Productionizing · Azure DevOps CI/CD, go-live
Agent Evaluation, Datasets & RLHF
The discipline we practiced inside frontier-model labs, applied to your agents and models.
- 01Benchmark datasets · design & creation for agent tasks
- 02Human data for agents · high-quality trajectories, preferences, rubrics
- 03Trajectory analysis · failure taxonomies, root-cause
- 04Eval pipelines · SxS, factuality, safety, regression gates
- 05RLHF / RLAIF · alignment loops, reward data
- 06LLM-as-judge · design & calibration against human labels
Evaluation-gated delivery.
Prototype
A working system on your data in weeks, not quarters.
Evaluate
Benchmarks and trajectory analysis prove it works before it ships.
Productionize
Azure DevOps, security review, observability — then go-live.
Systems we build and operate.
Affortable AI
LIVE · 18K+ USERSPay-as-you-go AI platform: frontier models, image tools, and APIs. Built, operated, and scaled by us in production.
affortable.aiCase study
IN PROGRESSEnterprise RAG on Azure — coming soon.
Case study
IN PROGRESSAgent benchmark dataset — coming soon.
Engineering-led, evaluation-obsessed.
Data Elysium is a Calgary-based AI engineering firm founded by Md Alamin — a software engineer who spent two years evaluating and aligning frontier models before building agentic systems for enterprises. Every engagement is led hands-on by the founder.
CREDENTIALS
- Microsoft Certified: Azure AI Engineer
- Generative AI Specialist (RLHF & code generation), Scale AI · 2023–2025
- Software Engineer, Samsung R&D — Chromium web engine, 50+ upstream contributions
- MSc Software Engineering, University of Calgary
- Published researcher — 7 papers, 400+ citations
- Azure security & solution-architecture practice
Start with a conversation.
Tell us what you're trying to build — or what you need evaluated. We reply within one business day.