LLM Agency

We help you customize and deploy your own large language models and applications

Comprehensive AI solutions tailored for enterprises in Southeast Asia — hardware, base models, fine-tuning and applications, delivered by one accountable partner.

Unlock insights from internal data
End-to-end support for on-premise LLMs
Optimize accuracy for specific needs
Join the program
LLM Agency: hardware, base models, fine-tuning and applications
3mo
LLM Investigation Program, with NVIDIA
10
steps from customer data to agent-ready model
6x
quicker inference with Fast Transformer & Triton
DGX
H100 servers for training, evaluation and apps
what we do

Customize your own model with full support and high privacy

Comprehensive AI solutions tailored for enterprises in Southeast Asia.

01
AI Consultant
Enterprise AI expert guidance
Design AI solutions based on your real business
Help you plan AI resource and budget
Collect and process your own data for model enhancement
02
Model Training
Domain-specific large language model training
Choose a suitable base model (DeepSeek / Qwen / GLM etc.) for your business usage
Incentivize model reasoning capability so the model understands business logic
Fine-tune the model to enhance performance
03
Model Serving
Cost-effective & secure model serving
Private-cloud and on-premise deployment for better privacy
Highly cost-effective serving infrastructure with long-term support
Serving on mainstream servers, with API and app layers on top
why us

Why Choose 6Estates

Industry-Leading Applications
6E's business-ready AI applications are already being used by leading FSIs and logistics providers across Asia
Industry-AI Experience
Multiple years Industry-AI experience accumulates wealth of knowledge of know how for AI practise
Deep Tech Expertise
Strong in-house deep tech expertise, with rich experience of training both text based LLM and vision LLM
Academic Collaboration
Longstanding collaboration with NUS and Tsinghua for AI tech and talent
Strategic Partnerships
Strategic partnerships with NVIDIA and Cloud Partners ensures access to cutting-edge cloud resources at best prices
On-Premise Capabilities
Rich experience of model serving with series of mainstream servers ensures strong on-premise capabilities even in customer's own environments
One-stop LLM model customization
Ten steps: your data in, your own fine-tuned LLM out
Two phases: first a reasoning model that understands your business and talks like a human, then a model that can actually execute the work your agents hand it.
input
Your customer data
Documents, records, databases —
multilingual and multimodal
Phase 1 Business understandable reasoning model
01
Pre-process multilingual, multimodal customer data and documents for model training
02
6Estates Selected Model
· Benchmarked against your tasks before any training budget is committed.
03
Rule-based large-scale reinforcement learning
· Format reward· Accuracy reward
04
Cold-start supervised fine-tuning with customer data
· R1-generated business question-answer data· Rewritten chain-of-thought business data
05
Reinforcement learning for reasoning ability
· Accuracy reward· Reasoning reward
06
Reinforcement learning for human alignment
· Accuracy reward· Human chat readability reward
07
Human communicable reasoning model with customer business knowledge
↓
Phase 2 Business useful model
08
Supervised fine-tuning with customer data and 6Estates data
· R1-generated business data· Rewritten chain-of-thought business data· 6Estates document intelligence processing various data
09
Reinforcement learning for general enhancement
· Accuracy reward· Rule-based reward· Reward-model reward
10
Task executable reasoning model with customer business knowledge
Weights, evaluation set and runbook — yours to keep and run
output Your own fine-tuned enterprise LLM
“
Generative AI is helping businesses across industries create new opportunities and better serve customers. 6Estates' deployment of NVIDIA DGX AI supercomputing can help organisations across Southeast Asia drive growth through the development of advanced AI services and solutions.
Dennis Ang
Senior Director of Enterprise Business, ASEAN and ANZ Regions, NVIDIA
key features

Where a customized model beats what you can buy off the shelf

Key feature
Open source
LLM
General chat
assistants
6Estates model
Most advanced LLM performance
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✓
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Human understandable & friendly communication
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On-premise deployment
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Utilize customer history data
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Utilize real-time business data and databases
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Consulting on how to apply the LLM
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Model built specifically for your business
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On-premise & online computation resource provided
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Prompt recipe
6Estates' model solutions deliver superior applicability, transparency and security
Every deployed model is assembled from six explicit parts. You can read each one, change each one, and see exactly why the model answered the way it did.
Instructions
Persona
Tools
Interface
Knowledge
Memory
with nvidia

A 3-month LLM Investigation Program for enterprises

Learn, understand and deploy LLMs in your business with the best computing power available, through a structured program.

Prepare

(Week 1–2)
Select the best model for your objectives
Crawl publicly available data and process internal data
Prepare model training pipelines

Guided by AI experts to optimize LLM applicability and training

Train and evaluate

(Week 3–12)
Use a dedicated NVIDIA DGX-H100 server for training, evaluation and apps
Use LangChain + vector database frameworks to connect the LLM with real-time internal and external knowledge
Deploy the model with FastChat for streamlined evaluation

Best-in-class computing power, data connectivity, and evaluation approaches

Deploy

(Week 3–12)
Deploy the model with NVIDIA FasterTransformer & Triton for 6× quicker inference and a robust API service
Launch a white-label mobile application so your teams can experience the outcomes — no technical expertise needed

Easy deployment for enterprise-wide usage

Join the program