# Valnox

> Valnox is an AI engineering agency founded by Ahmet Özel. We design and deliver production systems for enterprise retrieval and RAG, tool-using AI agents, computer vision, document AI, MLOps, and AI product development.

Canonical website: https://valnox.ai
Contact: info@valnox.ai
Languages: English and Turkish
Service area: Worldwide

## Main pages

- [English home](https://valnox.ai/en): Agency overview, capabilities, products, and selected engineering work.
- [Türkçe ana sayfa](https://valnox.ai/tr): Ajans, yetkinlikler, ürünler ve seçili mühendislik çalışmaları.
- [About Valnox](https://valnox.ai/en/about): Founder, engineering principles, and delivery approach.
- [Valnox hakkında](https://valnox.ai/tr/about): Kurucu, mühendislik ilkeleri ve çalışma yaklaşımı.
- [Contact](https://valnox.ai/en/contact): Project discovery and direct contact.
- [İletişim](https://valnox.ai/tr/contact): Proje keşfi ve doğrudan iletişim.

## Core services

- [RAG, LLM, and enterprise knowledge](https://valnox.ai/en/services/rag-llm): Permission-aware retrieval, citations, hybrid search, reranking, and evaluation.
- [AI agents](https://valnox.ai/en/services/ai-agents): Tool use, workflow orchestration, human approval, tracing, and safe failure handling.
- [Computer vision and document AI](https://valnox.ai/en/services/computer-vision): Detection, segmentation, OCR, edge inference, and operational integration.
- [MLOps and LLMOps](https://valnox.ai/en/services/mlops): Deployment, evaluation gates, monitoring, observability, cost, and production ownership.
- [Türkçe hizmetler](https://valnox.ai/tr/services): Tüm hizmetlerin Türkçe özeti ve detay sayfaları.

## Products

- EmlaxAI: A launch-ready, private-source real-estate due-diligence platform that combines official cadastral, zoning, risk, mobility, environmental, and demographic data into source-traceable parcel reports. Its planned public domain is emlaxai.net; the product is not yet announced as live.
- [PlakaNet](https://plakanet.net): A closed-source Microsoft Store product for license-plate recognition, OCR, and parking operations.

## Reference architectures

- [Enterprise RAG assistant](https://valnox.ai/en/projects/enterprise-rag-assistant): Permission-aware enterprise retrieval with cited answers.
- [Computer vision quality inspection](https://valnox.ai/en/projects/vision-quality-control): Production inspection from image capture to operator feedback.
- [LLMOps platform](https://valnox.ai/en/projects/llmops-platform): Model routing, prompt versioning, evaluation, tracing, caching, and controlled releases.
- [Türkçe projeler](https://valnox.ai/tr/projects): Referans mimarilerin Türkçe açıklamaları.

## Engineering journal

- [Engineering reliable backends for agentic AI systems](https://valnox.ai/en/blog/reliable-agentic-ai-backends)
- [Silent failures in production RAG systems](https://valnox.ai/en/blog/silent-failures-production-rag)
- [Evaluating RAG from golden datasets to LLM-as-judge](https://valnox.ai/en/blog/evaluating-rag)
- [Beyond vector search: graphs, SQL, and routing](https://valnox.ai/en/blog/beyond-vector-search)
- [The anatomy of production-grade retrieval](https://valnox.ai/en/blog/production-grade-retrieval)
- [Local-first OCR and LLM pipelines for business documents](https://valnox.ai/en/blog/local-first-ocr-llm-pipeline)
- [RAG versus fine-tuning](https://valnox.ai/en/blog/rag-vs-fine-tuning)
- [AI agent security](https://valnox.ai/en/blog/ai-agent-security)
- [Why AI projects fail in production](https://valnox.ai/en/blog/mlops-production)
- [Computer vision quality control in manufacturing](https://valnox.ai/en/blog/computer-vision-quality-control)
- [English journal index](https://valnox.ai/en/blog)
- [Türkçe mühendislik yazıları](https://valnox.ai/tr/blog)

## Machine-readable discovery

- [XML sitemap](https://valnox.ai/sitemap.xml)
- [Crawler policy](https://valnox.ai/robots.txt)

Public pages may be crawled, summarized, and cited with attribution to Valnox and a link to the canonical page. Private product source code and unpublished client information are not public content.