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

Two 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

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Semantic Search & Automated Matching Pipeline — product screenshot

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

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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

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Customer Support Workflow Automation — product screenshot

Agriculture · Fertilizer distribution · Digital transformation

NR Agribusiness

Turning a mid-sized fertilizer company into a fully digital business ecosystem — website, AI chatbot, automation, and business operations in one unified system.

Responsive corporate website with an integrated e-commerce/webstore module
AI-powered chatbot for general inquiries and product-catalog guidance
n8n workflow automation for email routing, lead categorization, and cross-system integration
LLM-aided customer reply drafting based on inquiry type and context
Microsoft 365 integration for communication, scheduling, and document sharing

Next.jsTypeScriptNode.jsSupabasen8nLangChain

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