01AI & Intelligent Transformation
Machine Vision
Short answer
People counting, face recognition and matching, repeat visitors, attendance dashboards, liveness and document reading.
- Department
- AI & Intelligent Transformation
- Type
- AI-powered
- Related product
- Floush, LLM Router
Up close
01Overview
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.
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
Enterprise LLM
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.
01 / 07
Enterprise LLM
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.
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 Machine Vision?
People counting, face recognition and matching, repeat visitors, attendance dashboards, liveness and document reading.
What does Machine Vision cover at Arman Afzar?
BlockFace runs on two cameras at Bagh-e Ketab Tehran, fully on-premise. Veriqo offers liveness, matching and document reading in one API.
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.
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