Industrial software developed for internal use often struggles to transition into a commercial product. Analysts evaluate the success of such tools by tracking external adoption, including license sales, partnerships, and supply chain integration, rather than relying on self-reported performance metrics.

Gazprom Neft’s 'KiberGRP' simulator, added to the Russian software registry in September 2023, is currently used by 12 oil and oilfield service companies, with 17 others conducting tests. The company reports over 6,000 operations performed with the software over five years.

The ZIIOT O&G platform, a joint venture between Gazprom Neft and Zyfra, serves 111 refinery facilities. Since its March 2022 launch, it has secured contracts in the metallurgy, coal, and gas sectors, primarily through the Zyfra Quality Lab module for laboratory information management.

Rosneft’s RN-GRID simulator reported over 200 commercial licenses, 140 academic licenses, and 40 test licenses as of February 2020. While the company claims performance improvements, independent verification remains limited to academic validation, such as a 2020 study at Peter the Great St. Petersburg Polytechnic University.

KAMAZ launched its Kamotive platform in February 2025 to manage product data. The system currently supports over 600 users across 238 partner organizations. Unlike commercial software, adoption here is driven by supply chain requirements rather than market competition.