System StatusOnline
NAV
PozyczkoBank is an intelligent financial hub operating in the highly competitive affiliate market. The project solves a critical technical contradiction: how to maintain the fluid UX of a Single Page Application (SPA) while ensuring perfect SEO indexability for thousands of dynamic articles and offers. By implementing a 'Smart SPA Fallback' architecture using Python and Vercel Serverless, I achieved 100% Google visibility while automating 90% of editorial work via Google Gemini AI.
Standard SPAs return status 200 OK for every URL, even non-existent ones (Soft 404), ruining domain reputation.
Middleware intercepts every request. It checks the slug against the database. If the resource exists -> serves App (200). If not -> serves App but with 404 status and 'noindex' header. Result: Perfect SEO compliance.
Daily cron jobs analyze the content gap. The AI selects a topic (e.g., 'Tax Changes 2025'), writes a compliant markdown article, and generates a unique thumbnail image.
Raw API data from banks is hard to read. AI analyzes APR, commissions, and conditions in real-time to generate 'Pros', 'Cons', and 'Expert Verdict' sections on the fly.
A chat component operating in 'Expert Mode'. It uses current market context to answer user queries (e.g., 'Where to invest 50k?') with low temperature settings to prevent hallucinations.
Integrated operational data from banks: Elixir sessions, SWIFT codes, and card blocking hotlines. YMYL (Your Money Your Life) compliance focus.
The engineering capabilities applied in this case study are available as standalone services.
'LLM-as-a-Judge' architecture for automated brand visibility and sentiment scoring across ChatGPT, Gemini and Perplexity.
View case studyAI / E-CommerceAutonomous agentic system generating 11,000+ SEO landing pages with hybrid Gemini + GPT-4o architecture.
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View case studyAI can automatically read an invoice from an email attachment — PDF, scan, or phone photo — and enter the data directly into an ERP system without any manual retyping. Full automation of cost invoice processing: from the mailbox to accounting.
10 minAI & AutomationAI implementation starts not with choosing a tool, but with identifying one repetitive process that wastes the most human time. Learn step by step how to select, map, and automate that process.
8 minInitiate protocol. Establish connection. Let's build something loud.