AI integration for real-world systems

We wire AI into the systems your business already runs on.

Linhanh Systems designs, integrates and operates AI — LLMs, agents and document intelligence — inside your ERP, CRM and everyday workflows. Measurable, secure and model-agnostic.

  • Model-agnostic
  • GDPR & EU AI Act aware
  • English · Français · Tiếng Việt

Technologies we integrate

  • Anthropic Claude
  • OpenAI GPT
  • Google Gemini
  • Mistral AI
  • Meta Llama
  • AWS Bedrock
  • Azure OpenAI
  • Vertex AI
  • Model Context Protocol
  • LangGraph
  • pgvector
  • Qdrant
  • Kubernetes
  • Terraform
  • n8n
  • Odoo
  • SAP
  • Salesforce

// services

AI that works inside your processes — not next to them

From a first use case to a fleet of supervised agents, we take care of the whole chain: data, models, integration, security and operations.

AI agents & process automation

Turn repetitive, rule-heavy tasks into supervised AI workflows: intake, triage, data entry and follow-ups — with people approving what matters.

  • Agents
  • Workflows
  • Human-in-the-loop

LLM integration into your systems

Connect Claude, GPT, Gemini or open models to your ERP, CRM, ticketing and databases through secure APIs and MCP connectors.

  • APIs
  • MCP
  • ERP / CRM

Knowledge assistants (RAG)

Give your teams answers grounded in your own documents, wikis and data — with sources cited and access rights respected.

  • RAG
  • Vector search
  • Citations

Document intelligence

Extract, classify and validate data from invoices, contracts and forms — in English, French and Vietnamese.

  • OCR
  • Extraction
  • EN · FR · VI

Cloud & MLOps architecture

Production-grade deployments on AWS, Azure, GCP or on-premise: evaluation, monitoring, cost control and scaling.

  • AWS
  • Azure
  • GCP
  • On-prem

AI governance & security

Privacy by design, PII redaction, audit trails and GDPR / EU AI Act readiness from day one.

  • GDPR
  • EU AI Act
  • Audit

// integration

How AI plugs into your business

We don't replace your systems. We connect them to an AI layer that reads, reasons and acts — and reports back where your teams already work.

// method

From idea to production in weeks, not years

A pragmatic, measurable path. Each step ends with a clear go / no-go decision.

  1. 01

    Discover & audit

    We map your processes and data, then pick the use cases with the best return and the lowest risk.

    1–2 weeks
  2. 02

    Prototype

    A working proof of concept on your real data, with success criteria agreed upfront.

    2–4 weeks
  3. 03

    Integrate

    Secure integration into your systems, with evaluation, guardrails and user training.

    4–8 weeks
  4. 04

    Operate & scale

    Monitoring, cost optimisation and continuous improvement as models evolve.

    Ongoing

// our product — in development

Linhanh Bridge

An open, model-agnostic integration gateway that connects LLMs and AI agents to business systems — securely, with full traceability.

  • MCP connectors for ERP, CRM, email, files and databases
  • Multi-model routing across Claude, GPT, Gemini and open models — by cost, latency or data sensitivity
  • Built-in PII redaction, audit logs and human approval steps
  • Runs on any cloud or fully on-premise
Labs

DocFlow

Multilingual document extraction (EN · FR · VI) for invoices, contracts and identity documents.

Labs

Polyglot Desk

A trilingual AI helpdesk for companies working between Europe and Vietnam.

// about us

An independent AI integration studio, bridging Europe and Vietnam

Linhanh Systems helps companies move from AI experiments to AI in production. We combine solid software engineering with hands-on experience of large language models, cloud platforms and enterprise systems.

We work in English, French and Vietnamese, and we stay vendor-neutral: our job is to choose the right model and the right cloud for each problem — not to sell one.

  • Model-agnostic, multi-cloud

    The right model and cloud for each task. No lock-in.

  • Human in the loop

    AI proposes, people decide. Every automation is auditable.

  • Privacy by design

    Data minimisation, EU hosting options and on-premise deployments.

  • Europe ↔ Vietnam

    European standards, Vietnamese engineering talent, one trilingual team.

// contact

Let's build your next AI integration

Tell us about your project. We reply within two business days.