Build · Deploy · Engineers
Build the capability.
Deploy the resources.
Bring the engineers.
Avilx is an engineering partner for teams building on data and AI. We design and build systems end to end, stand up and run your cloud infrastructure, and place senior engineers directly into your team — across every major cloud, East and West.
Building systems inside banking, finance, fintech, stocks, e-commerce and retail.
AWS · Azure · GCP · Databricks · Alibaba · Tencent
One partner for the whole lifecycle
Every engineer experienced and vetted
Deep experience where data matters most.
Fifteen years in banking and finance technology, across fintech, stocks, e-commerce and retail — so we understand your compliance, speed and accuracy pressures from day one.
Core banking, lending, credit risk and regulatory data platforms.
Payments, wallets, embedded finance and real-time transaction systems.
Market data, analytics, and decision-support systems.
Marketplaces, recommendation engines and personalisation at scale.
Supply chain, inventory and customer data platforms.
Three ways to work with us.
Most teams need more than advice. Whether you need a system built, infrastructure stood up, or people who can do the work — Avilx covers all three, and they fit together.
Build
Build end-to-end capability
We take a problem from the first data model to running software. Data platforms, machine learning, AI systems, and the applications that put them in front of users — designed, built, and shipped to production.
- Data platforms, lakehouses & pipelines
- AI, machine learning & LLM/RAG systems
- Applications, APIs & full-stack delivery
- MLOps, monitoring & handover
Deploy
Deploy your resources
We stand up, configure, and operate the infrastructure your systems run on — in the cloud that fits your business, with the governance your industry requires.
- Cloud architecture & environment setup
- Infrastructure as code & CI/CD
- Security, access control & compliance readiness
- Observability, cost control & ongoing operations
Engineers
Provide the best engineers
Senior engineers, embedded in your team, working your hours and your process. Vetted by an engineering leader — not a recruiter — so you get people who can actually do the work from week one.
- Cloud architects & data architects
- AI & machine learning engineers
- Data engineers & analytics engineers
- Cloud engineers & DevOps engineers
- Full-stack, backend & frontend developers
- Security engineers
Fluent across every major cloud — East and West.
Your stack shouldn't be limited by your partner's. We architect, deploy, and operate on the platform that fits your market, your data residency rules, and your budget.
Amazon Web Services
Microsoft
Google Cloud
Lakehouse & AI
China & APAC
China & APAC
Data warehouse
Container orchestration
Building for China or Southeast Asia? We work natively on Alibaba Cloud and Tencent Cloud — not many partners do.
The roles clients ask us for most.
From architecture to delivery, every role is filled by a senior practitioner — vetted on real engineering work, not keywords on a CV.
Designs your target-state cloud — landing zones, networking, security, cost. AWS, Azure, GCP, Alibaba, Tencent.
Designs your data estate — models, warehouses, lakehouses, governance, and the roadmap to get there.
Builds and ships models, LLM and RAG systems, and the MLOps to keep them running.
Builds the pipelines, platforms, and quality controls your analytics and AI depend on.
Implements and operates cloud infrastructure — IaC, environments, migrations, reliability.
CI/CD, automation, observability, and release engineering that lets teams ship daily.
Frontend to backend to API — production applications, built to be maintained.
Secure architecture, reviews, and compliance readiness for regulated industries.
AI engineering, current-generation
We build with the AI stack of right now — not last year.
Generative AI moves fast. Avilx builds production systems on the current stack — grounded in your data, evaluated properly, and safe to put in front of customers and regulators.
Retrieval-augmented generation grounded in your documents and data — accurate answers with sources, not hallucinations.
GPT, Claude, Gemini, Llama and open-source models — integrated, fine-tuned, and deployed on your cloud or on-premise.
Pinecone, Weaviate, Milvus, pgvector, OpenSearch — embeddings pipelines and search that understands meaning, not just keywords.
Ask questions in plain language, get answers from your warehouse — natural-language BI your whole company can use.
Multi-step agents that read, decide, and act across your tools — with the guardrails to trust them in production.
Extract, classify, and process contracts, invoices, KYC documents and forms at scale.
Evaluation, monitoring, prompt management, cost control, and retraining — the operations layer that keeps AI reliable.
Customer-facing assistants and internal copilots, built on your knowledge base with role-based access control.
Every AI system we ship includes evaluation, monitoring, and a clear answer to "how do we know it's right?" — because in banking and e-commerce, wrong answers cost money.
The outcomes this work delivers.
Example engagements — target outcomes based on published industry benchmarks and our team's prior delivery experience.
A faster path from raw data to credit decisions
A regional bank was making credit decisions on weekly batch reports, slowing approvals and frustrating customers. Avilx designed and built a real-time data platform and decisioning model on Azure and Databricks, with full audit lineage for regulators.
Recommendations that pay for themselves
A Southeast Asian e-commerce marketplace was showing every shopper the same bestsellers, leaving revenue on the table. Avilx built an end-to-end recommendation system on GCP — from event pipelines to a real-time model serving layer handling peak-sale traffic.
These reflect typical outcomes for this class of system. Your numbers depend on your data, volume, and starting point — we'll scope realistic targets with you before we start.
Senior from the first call to the last commit.
Fifteen years building systems inside banking, finance, fintech, stocks, e-commerce and retail — not a sales team with an offshore address.
Every person we place is assessed on real engineering work by someone who has done the job.
Teams across Vietnam, India, the Philippines, Thailand and Indonesia — matched to your timezone and stack.
Build, deploy, and staff from one partner. No gaps between strategy, infrastructure, and the people running it.
You keep the code, the documentation, and the knowledge. No lock-in, no black boxes.
Audit trails, access control, and data governance assumed from day one — not bolted on later.
Simple to start. Easy to scale.
A short call to understand what you're building, your constraints, and your stack. No sales script.
Full build, infrastructure delivery, embedded engineers — or a combination. We'll tell you honestly which one you actually need.
A defined first piece of work so you can judge the quality before you commit to more.
Add engineers, add scope, or hand it fully to your team. You stay in control of the pace.
Tell us what you're building.
If it touches data, AI, cloud, or software — there's a good chance Avilx can take it end to end, or put the right engineers beside you to get it done.