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.
Case studies
Proof of systems shipped
Selected software, AI, and automation projects built around real business problems, production constraints, and maintainable delivery.
- AI systems integrated into production workflows
- Full-stack SaaS products shipped
- Backend automation and deployment ownership
- Founder-led delivery from architecture to launch
Featured case studies
Engineered, integrated, and shipped
Selected systems shown in depth - the problem, the build, the engineering approach, and the outcome.
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.
- Semantic matching service integration
- FastAPI service boundary
- Secure SSH tunnel
- Laravel queue worker automation
- Background daemon setup
PythonFastAPILaravelLaravel ForgeREST APISSH tunnel
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.
- SaaS product interface
- AI-powered letter generation flow
- German standard letter structure
- DIN 5008-aware formatting
- PWA setup
Next.jsTypeScriptTailwind CSSPostgreSQLAI document generationPWA
AI automation · Customer support
Customer Support Workflow Automation
An AI-first customer support workflow that automatically receives, classifies, and drafts replies to incoming customer inquiries - reducing response time and ensuring brand-consistent messaging.
- Automated inquiry handling via Gmail trigger
- AI-powered classification system
- Knowledge base integration
- Draft reply generation with brand consistency
- Gmail labeling and tracking system
n8nOpenAI APIGmail APIVector embeddingsKnowledge baseVPS
Agriculture · Fertilizer distribution
NR Agribusiness
End-to-end digital transformation connecting NR Agribusiness’s website, structured product catalogue, Sanity CMS, production infrastructure, SEO, and automated blog-to-social publishing.
- Website strategy, UI/UX design and development
- Responsive corporate website
- Structured product catalogue
- Sanity CMS setup and content architecture
- Dynamic product/content management
Sanity CMSCloud VPS
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