Document intelligence
Question answering over complex documents using hybrid dense and keyword retrieval, reranking and explicit handling when source evidence is insufficient.
We create intelligent software that helps businesses simplify operations, connect systems and serve customers better. Work directly with a senior engineer and architect.

Natural-language product discovery for a catalog of 152,439 vehicle profiles.
Explore working software and practical prototypes built around real user workflows.
An AI travel concierge for agencies — from natural-language holiday requests to relevant catalog recommendations.
Current status: functional demonstration. Offers shown are illustrative or unverified; live availability and booking are not claimed.
Practical retrieval-augmented generation backed by a documented implementation: dense semantic search, BM25, reciprocal rank fusion, cross-encoder reranking and grounded response controls.
Question answering over complex documents using hybrid dense and keyword retrieval, reranking and explicit handling when source evidence is insufficient.
Role-aware assistants for support teams, operations and specialist workflows, combining retrieval with controlled conversation logic.
Find relevant products and entities even when users describe needs imprecisely, with embeddings, metadata filters and relevance ranking.
These are solution capabilities and architectural approaches; individual customer deployments and performance depend on scope and data quality.
We combine language models, retrieval, data platforms and backend architecture to build usable, maintainable solutions.
Grounded answers over private knowledge bases, conversational assistants and natural-language search across large product catalogs. Designed with source awareness, access boundaries and practical evaluation in mind.
Systems built on microservices, API management, and message queues, designed to hold up when data volume grows tenfold.
Migration, scaling, and monitoring, backed by Azure certifications from Fundamentals through Solutions Architect Expert.
Order, pricing, and inventory modules integrated with external suppliers through ETL pipelines, dashboards, and reporting built for product teams.
Oracle administration and optimization, incremental refactoring, without taking down a system that's still generating revenue.
Code review, agile planning, and team coordination for on-time delivery, without process overhead.
A selection of hands-on engineering projects across AI, distributed .NET systems and enterprise software. ATX SoftVision is an independent consultancy: clients collaborate directly with a senior software engineer and architect.

Natural-language vehicle and automotive parts discovery, built with ASP.NET Core, OpenAI embeddings, Qdrant and Redis. A multi-stage retrieval pipeline combines parsing, inference and vector search.
152,439 vehicle profiles · repeated-query latency reduced from ~1.1s to 150ms
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Modular document retrieval and grounded answer generation using dense semantic search, BM25, Reciprocal Rank Fusion, cross-encoder reranking and evidence-aware response controls.
Hybrid retrieval · reranking · grounding guardrails
Discuss a RAG project →
Distributed e-commerce services for orders, products, pricing and stock, integrating supplier data and enterprise business workflows with asynchronous messaging and service-to-service communication.
Microservices · API gateway · asynchronous integration
Discuss architecture consulting →
Stock replenishment and optimization workflows for a network of more than 90 warehouses, with automated calculations and external supplier integrations.
90+ warehouses · approximately 25–30% improvement in stock availability
Discuss enterprise development →ERP, fleet management and property technology projects further demonstrate experience with business-critical systems and integrations.
A full ERP platform: financial analysis and what-if modeling, product KPIs, marketing promotions and budgets, stock reservations and overstock management, plus e-commerce data — all under one roof.
Replaced a manual phone-and-email ordering process previously run by a team of 20, with a web platform featuring GPS tracking and a dedicated iOS app.
A real-estate platform for property owners, agencies and buyers. Users can search listings in natural language using OpenAI embeddings and PostgreSQL pgvector, or browse with traditional filters and maps. Owners and agencies can create and manage sale or rental listings, upload photo galleries and track activity in a dashboard. Visitors can request viewings without an account; owners can confirm appointments, manage their status and use WhatsApp-based notifications. Post-viewing ratings and feedback add transparency. The interface supports Romanian, English, German, French and Hungarian.
Additional ATX SoftVision product: AdmitereRO — AI-powered university admissions (44+ universities and 360+ programs documented in the portfolio).
ATX SoftVision is an independent software engineering practice active since 2013. Our portfolio combines enterprise software delivery with hands-on AI products, semantic search, university admissions and advanced RAG systems.
We favor data-heavy systems, integrations with external suppliers, and teams that need a technical partner who can design the architecture, write the code, and mentor the team at the same time.
Interested in TravelMind.AI, a private-knowledge RAG assistant, or a custom software platform? Tell us what you need.
Share your use case, the information your system should work with and what a successful first demo would look like.
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