We built a Python-based RAG architecture integrating LLMs, OCR, and Vector Databases. The system extracts key metrics from documents, generates summaries, and compiles them into interactive tables and PDF reports. This automated pipeline replaced manual analysis with an AI-driven process, ensuring speed and reliability.

LLM-driven data extraction and summarization pipeline

AlphaPrompt reduced report generation time from hours to minutes, enabling real-time access to corporate performance data. The platform increased analyst productivity by 70% and enhanced data accuracy and consistency across financial summaries, supporting faster and smarter business decisions.

From manual research to instant financial insights

Kozak Group helped us turn complex financial data into automated, AI-driven insights. Their expertise in LLMs and data engineering made our vision for AlphaPrompt a scalable, production-ready reality.

Sven

AlphaPrompt aimed to automate financial intelligence by turning thousands of corporate documents, reports, and filings into structured summaries. The main challenge was to build a scalable RAG system capable of retrieving, interpreting, and validating financial data with high factual accuracy.

Extracting insights from unstructured corporate data

Alpha Promt

Kozak Group

Building AlphaPrompt was a rewarding challenge — integrating LLMs, RAG, and VectorDB into a robust data pipeline that transforms unstructured corporate reports into clear financial insights. It’s a strong example of applied AI meeting real business needs.

Ihor R, CTO @ undefined

At Kozak Group, growth and development drive everything we do—both in technology and in our company culture.

We prioritize collaboration, mutual respect, and creating an environment where every voice is valued. Our key values include continuous learning, innovation with purpose, integrity, and a strong team spirit. We encourage our team to grow professionally, think creatively, and deliver impactful solutions for our clients.

At Kozak Group, we’re not just building projects—we’re fostering a community where people thrive and ideas flourish.

Kozak Group

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Challenge, approach, and impact

Extracting insights from unstructured corporate data

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Testimonials

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Client team

Sven

Agency team

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Frontend Dev

PM

QA

ML Engineer / Prompt Engineer

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