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 enterprise’s model with full support and utmost privacy

Comprehensive AI solutions tailored for enterprises in Southeast Asia.

01
AI Consultant
Enterprise AI expert guidance
Design AI solutions based on your actual business needs.
Help you plan your AI resources and budget.
Collect and process your data, to improve the model over time.
02
Model Training
Domain-specific large language model training
Choose a suitable base model (DeepSeek, Qwen, GLM, etc.) for your business use cases.
Incentivize the model's reasoning so it understands your business logic.
Fine-tune the model to enhance performance.
03
Model Serving
Cost-effective and secure model serving
Private cloud and on-premise deployment for strongest data privacy.
Cost-effective serving infrastructure with long-term support.
Serving on mainstream servers, with API and application layers built on top.
why us

Why Choose 6Estates

Industry-Leading Applications
Our business-ready AI applications are already used by leading FSIs and logistics providers across Asia.
Industry AI Experience
Years of applying AI in industry have built deep practical expertise.
Deep Tech Expertise
Strong in-house deep tech expertise, with rich experience training both text-based and vision LLMs.
Academic Collaboration
Longstanding collaboration with academic institutions and the NExT Research Center for AI technology and talent.
Strategic Partnerships
Partnerships with NVIDIA and cloud partners give us cost-effective access to cutting-edge cloud resources.
On-Premise Capabilities
Extensive experience serving models on mainstream server types gives us strong on-premise capabilities, even within a customer's own environment.
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-Fluent and Communicative Reasoning Model
01
Data Pre-processing
· 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
· 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
Output: A business-fluent and communicative reasoning model with customer business knowledge.
↓
Phase 2 Execution-Ready Model
08
Supervised Fine-Tuning with Customer and 6Estates Data
· R1-generated business data.· Rewritten chain-of-thought business data.· 6Estates document intelligence processing across multiple data types.
09
Reinforcement Learning for General Enhancement
· Accuracy reward.· Rule-based reward.· Reward-model reward.
10
Output: An execution-ready 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 an LLM Agency customized model beats what you can get off the shelf

Key feature
Open-source
LLMs
General chat
assistants
6Estates
Customized LLM
State-of-the-art LLM performance
✕
✓
✓
Human-friendly, easy-to-understand communication
✕
✓
✓
On-premise deployment
✓
✕
✓
Uses your historical customer data
✕
✓
✓
Uses real-time business data and databases
✕
✕
✓
Consulting on how to apply the model to your business
✕
✕
✓
Model built specifically for your business
✕
✕
✓
On-premise and/or cloud computing resources provided
✕
✓
✓
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