Services
What we build
AI-native software engineering services built around real operational and product needs. Every engagement starts with the business problem, then the stack.
Custom Software & Digital Products
Design and build web, mobile, marketplace, internal platform, and business-critical software systems tailored to real operational needs.
Typical builds
- Web and mobile apps
- Marketplaces and portals
- Internal platforms
Next.js · Laravel · PostgreSQL · REST APIs
RAG & Knowledge Systems
Make company knowledge easier to find and use with private knowledge assistants, semantic search, document intelligence and answers with traceable sources.
Typical builds
- Knowledge assistants
- Semantic search
- Document intelligence
RAG · embeddings · reranking · evaluation
AI Models & Multimodal Systems
Model selection, fine-tuning, computer vision, multimodal systems, private open-source deployment and production inference infrastructure.
Typical builds
- Adapted language & vision models
- Multimodal workflows
- Private inference deployments
LoRA · vision & multimodal · private cloud · on-premises
AI Agents & Workflow Automation
Create AI-assisted workflows, agentic systems, internal automations, and tool-connected assistants that help teams reduce manual work and improve decision-making.
Typical builds
- Tool-connected assistants
- Agent workflows
- Internal automation
AI agents · n8n · APIs · human review
SaaS MVP & Product Engineering
Build focused SaaS MVPs and production-ready product platforms with clear scope, user flows, authentication, payments, dashboards, APIs, and scalable foundations.
Typical builds
- Auth and billing
- User dashboards
- Admin panels
SaaS · subscriptions · multi-tenant · Stripe
Digital Transformation
Turn spreadsheets, WhatsApp coordination, email-heavy workflows, paper forms, and disconnected tools into structured digital systems.
Typical builds
- Workflow systems
- Operations dashboards
- Portals
workflows · dashboards · portals · integrations
Backend & API Engineering
We design and engineer backend applications, APIs, data systems and integrations that power SaaS products, mobile apps, marketplaces and AI-enabled software.
Typical builds
- Backend applications
- API engineering
- Data & persistence
PostgreSQL · Redis · FastAPI · Node.js · REST APIs
Cognivox ERP
Configurable ERP systems for SMEs, designed around how your business actually works.
Typical builds
- Connected operations
- Inventory and orders
- Business-specific workflows
Discover · Configure · Connect
Cloud & DevOps Engineering
Cloud infrastructure, Docker environments, CI/CD, monitoring, security and recovery engineered around your product. Build a reliable production foundation with Cognivox Labs.
Typical builds
- Cloud Architecture
- Containerised Infrastructure
- CI/CD & Release Engineering
Docker · Linux · GitHub Actions · PostgreSQL · Redis
Common client problems
What usually brings teams here
Most projects start from one of these, not from a desire to “use AI” or rebuild everything.
- Manual, repetitive work that should be automated.
- Data scattered across spreadsheets and disconnected tools.
- A product idea that needs to reach real users.
- A system that breaks or slows down under real usage.
- AI experiments that never reached production.
How engagements start
Usually with a discovery call or a short sprint
We scope the real problem before committing to a build. The fastest projects are the ones that started with clarity.
Relevant work
Proof, not promises

AI Knowledge Systems
Private Music Knowledge Intelligence System
A private AI-assisted knowledge environment built for an independent music producer to organise creative material and retrieve relevant context through semantic search.
Read the case study
AI engineering · Backend integration · Production automation
Semantic Search & Automated Matching Pipeline
How Cognivox Labs engineered a Python-based semantic matching system and integrated it into a Laravel production platform with automatic triggers, background workers, secure service communication, and zero-downtime deployment.

SaaS product · AI document automation · German market
BriefyMate
BriefyMate is an AI-powered SaaS product that helps users create structured German standard letters more quickly, with a focus on practical document generation and a clean user experience.
Have a system that needs building?
Start with a discovery call. We’ll review your problem, suggest a practical direction, and tell you honestly whether Cognivox Labs is the right fit.