AI in Business: Where It Pays Off and Where Companies Lose Money

AI pays off in business not where a company wants "something with neural networks," but where a repeatable, expensive manual process already exists. The CTO of 2people IT names the clearest areas of impact: document processing, first-line support, HR, and help for IT teams. The main takeaway is simple: without a documented process, data, and metrics, AI does not cure chaos. It scales it.

AI-processed from Habr AI; edited by Hamidun News
AI in Business: Where It Pays Off and Where Companies Lose Money
Source: Habr AI. Collage: Hamidun News.
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When companies adopt AI, an economic return does not appear in every case. Ilya Trokhin, CTO of 2people IT, explains which tasks actually pay off and where neural networks remain an expensive experiment with no clear payoff.

What mistakes do companies make when adopting AI?

Requests often start from a desire to copy someone else's experience instead of analyzing the company's own problems. Companies also fail to prepare the necessary infrastructure: formalized processes, clear metrics, and structured data.

ZK
Zhemal Khamidun — CPO at Alpina Digital, product manager of AlpinaGPT. Building AI products since 2019. Hamidun News is a pet project that grew into a production aggregator with 6,000+ readers.
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