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Sergii Khlivnenko has spent 10 years building and managing product and engineering teams in iGaming — across studios, platform providers, and high-growth operators. He has held PO, EM, Agile Coach, and PM roles, often simultaneously. In 2023, he founded Consysteam (Bratislava, Slovakia) to bring custom AI and operational systems to iGaming providers who have outgrown generic solutions. He also built Slotif.ai — a market intelligence platform that gives product teams risk signals at the concept stage, before launch.

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How a RAG Bot Replaced 200 Google Drive Searches Per Week

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How a RAG Bot Replaced 200 Google Drive Searches Per Week
By: Sergii Khlivnenko / AI / RAG / iGaming / Posted on: March 3, 2025 / Comments: 0

An iGaming provider's team was spending hours every week searching Google Drive for answers that existed somewhere in their 200+ internal documents. Game rules, compliance procedures, integration specs, onboarding guides — all written, all stored, all effectively invisible in practice. People stopped searching and started asking colleagues instead, creating a secondary tax on senior team members' time.


The solution Sergii built through Consysteam was a RAG-powered Slack bot trained on the company's entire document library. RAG — Retrieval Augmented Generation — means the bot doesn't hallucinate answers. It retrieves the actual relevant document chunks and generates a response with source citations. The team gets a cited answer in seconds without leaving Slack.


The best AI implementation is the one people actually use. Embedding it in Slack, where the team already lives, was the highest-leverage design decision.

Sergii Khlivnenko

The implementation took six weeks from scoping to handover. The system runs on infrastructure the client owns. No ongoing Consysteam dependency, no subscription to a third-party SaaS tool. Total indexed documents at launch: 200+. The team now uses it daily, and senior staff report spending significantly less time answering internal questions.

Zero workflow disruption. 200+ documents. Answers in seconds.
Zero workflow disruption. 200+ documents. Answers in seconds.

  • RAG eliminates hallucination by grounding answers in real documents
  • Slack integration means zero workflow change for the team
  • Full handover — client owns the infrastructure and can run it independently

The solution Sergii built through Consysteam was a RAG-powered Slack bot trained on the company's entire document library. RAG — Retrieval Augmented Generation — means the bot doesn't hallucinate answers. It retrieves the actual relevant document chunks and generates a response with source citations. The team gets a cited answer in seconds without leaving Slack.

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