Edvantis AI Webinar Insights: Why Your Data Matters More Than the Model You Pick
Rzeszów, Poland — November 25, 2025 — Edvantis hosted an online webinar “Grow Your Business with AI: 10 Best Use Cases Across Departments“.
The session was led by Sergii Shelpuk, AI Consulting Expert with 15+ years of experience helping global enterprises adopt AI at scale. The webinar covered practical lessons from AI projects Edvantis has delivered over the past three years. Here are some of the key takeaways.
Your competitive advantage is in your data, not in the model.
Anyone can download the same open-source model. But when you train it on proprietary data — your sales methodology, your domain vocabulary, your candidate database — it becomes something no competitor can replicate without access to that same data. As Sergii put it during the session: although everyone starts with the same model, the data is what creates real differentiation.
Off-the-shelf AI tools hit a ceiling on specialized tasks.
General-purpose models like ChatGPT can handle common scenarios, but they are only so accurate when applied to specific business data and workflows. A German industrial company needed to translate machinery documentation with vocabulary too niche for Google Translate or DeepL — because that vocabulary simply doesn’t exist on the open internet. To reach production-grade accuracy, Edvantis trained a custom model on the client’s own translation data.
The smartest AI investment is often replacing manual data entry, not an expert.
Across the use cases shared during the webinar, a clear pattern emerged: AI delivered the biggest gains where people were manually copying, categorizing, or reformatting information. A resume parsing system reduced processing time from up to 2 hours to under 2 minutes per candidate profile. A media monitoring solution replaced manual review of social media posts, images, and videos with automated brand mention detection and sentiment analysis. In both cases, the expert knowledge stayed with the people — AI took over the repetitive data work.
82% of attendees rated themselves as likely or very likely to take action on AI adoption after the session.
Watch the Webinar Recording
The presentation materials are also available on the Grow Your Business with AI webinar page.
About Edvantis
Edvantis is a global software engineering and consulting company with over 20 years of experience and 400+ technology professionals. With deep expertise in AI, data engineering, and system integrations, Edvantis helps businesses build reliable technology solutions that drive efficiency and long-term growth.
