01AI & Intelligent Transformation
Enterprise LLM
Short answer
On-premise language models, fine-tuning on your data, RAG and knowledge bases — with LLM Router and Floush.
- Department
- AI & Intelligent Transformation
- Type
- AI-powered
- Related product
- Floush, LLM Router
Up close
01Overview
On-premise language models, fine-tuning on your data, RAG and knowledge bases — with LLM Router and Floush.
Language models run on your own infrastructure and data never leaves the organisation.
Fine-tuning uses SFT, LoRA, QLoRA and DPO for Persian and your domain.
What this service actually does
02Capabilities
Capabilities in the order they are usually built in a project.
01
On-premise setup, quantization and serving with vLLM and Ollama
02
Data preparation, SFT, LoRA/QLoRA, DPO and evaluation for Persian
03
Document indexing, vector databases and Persian Q&A
04
Access control and audit logging
05
Enterprise Q&A assistants and smart search
06
Tool use via MCP and multi-agent orchestration
Where it has been used
03Work examples
Projects and products where this service was delivered.
From discovery to scale
04Process
Every engagement starts with a clear problem and a success metric.
01
Discovery
A discovery session that defines the problem and a clear success metric.
02
Scope
Define the pilot, data, roles and phased plan.
03
Build
Design, build, test and deploy with a results report.
04
Scale
Phased expansion after results, with long-term support.
In the same department
05Related services
Services that usually go alongside this one.
01 / 07
Machine Vision
People counting, face recognition and matching, repeat visitors, attendance dashboards, liveness and document reading.
- BlockFace runs on two cameras at Bagh-e Ketab Tehran, fully on-premise.
- Veriqo offers liveness, matching and document reading in one API.
01 / 07
Machine Vision
People counting, face recognition and matching, repeat visitors, attendance dashboards, liveness and document reading.
- BlockFace runs on two cameras at Bagh-e Ketab Tehran, fully on-premise.
- Veriqo offers liveness, matching and document reading in one API.
02 / 07
Robotics & Machine Vision
Intelligent robots, our robotics history and competitions, and AI for control, decision-making and machine vision.
- The team’s robotics path began with soccer-simulation contests, RoboCup Iran Open and the Sharif Cup.
- The same capability now powers machine vision, drones and embedded systems.
03 / 07
Enterprise LLM & Fine-tuning
On-premise deployment of language models on your infrastructure, training and fine-tuning on your data, and RAG knowledge bases — without data leaving the organisation.
- On-premise setup, quantization and serving with vLLM and Ollama
- Data preparation, SFT, LoRA/QLoRA, DPO and evaluation for Persian
- Document indexing, vector databases and Persian Q&A
- Access control and audit logging
04 / 07
AI Agents & Assistants
Autonomous agents and multi-agent systems that plan, search, call tools and report automatically — built with LangGraph, CrewAI and MCP.
- Enterprise Q&A assistants and smart search
- Tool use via MCP and multi-agent orchestration
- Trading Q&A assistant
05 / 07
Consulting and R&D
Feasibility, prototyping, intelligence pilots and phasing — advice before building.
- Feasibility and proof of concept
- Pilots with a clear success metric
- Enterprise architecture
06 / 07
Predictive Analytics & ML
Machine learning, NLP and predictive analytics that turn data into decisions and alerts.
- Forecasting and classification models
- Market monitoring and threshold alerts
- Dashboards and executive report cards
07 / 07
Digital & Intelligent Transformation
An intelligence roadmap for the organisation: from a pilot on real data to phased expansion.
- Assessment and AI opportunities
- Pilot and phasing
- Team training
FAQ
What is Enterprise LLM?
On-premise language models, fine-tuning on your data, RAG and knowledge bases — with LLM Router and Floush.
What does Enterprise LLM cover at Arman Afzar?
Language models run on your own infrastructure and data never leaves the organisation. Fine-tuning uses SFT, LoRA, QLoRA and DPO for Persian and your domain.
Where do we start?
With a discovery session and a small pilot that has a clear success metric; once results are in, the work expands in phases.
Tell us your project in one sentence — we’ll find the right facet together.
Start the conversation