Scaling AI in upstream energy

Title: Scaling AI in upstream energy

URL Source: https://medium.com/@mohammedasrar217/scaling-ai-in-upstream-energy-2e8f554aeec7?source=rss------cybersecurity-5

Published Time: 2026-04-26T10:32:47Z

Markdown Content:
[Sitemap](https://medium.com/sitemap/sitemap.xml)

[Open in app](https://play.google.com/store/apps/details?id=com.medium.reader&referrer=utm_source%3DmobileNavBar&source=post_page---top_nav_layout_nav-----------------------------------------)

Sign up

[Sign in](https://medium.com/m/signin?operation=login&redirect=https%3A%2F%2Fmedium.com%2F%40mohammedasrar217%2Fscaling-ai-in-upstream-energy-2e8f554aeec7&source=post_page---top_nav_layout_nav-----------------------global_nav------------------)

[](https://medium.com/?source=post_page---top_nav_layout_nav-----------------------------------------)

Get app

[Write](https://medium.com/m/signin?operation=register&redirect=https%3A%2F%2Fmedium.com%2Fnew-story&source=---top_nav_layout_nav-----------------------new_post_topnav------------------)

[Search](https://medium.com/search?source=post_page---top_nav_layout_nav-----------------------------------------)

Sign up

[Sign in](https://medium.com/m/signin?operation=login&redirect=https%3A%2F%2Fmedium.com%2F%40mohammedasrar217%2Fscaling-ai-in-upstream-energy-2e8f554aeec7&source=post_page---top_nav_layout_nav-----------------------global_nav------------------)


# Scaling AI in upstream energy

[](https://medium.com/@mohammedasrar217?source=post_page---byline--2e8f554aeec7---------------------------------------)

[MOHAMMED ASRAR](https://medium.com/@mohammedasrar217?source=post_page---byline--2e8f554aeec7---------------------------------------)

3 min read

·

Apr 26, 2026

[](https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fvote%2Fp%2F2e8f554aeec7&operation=register&redirect=https%3A%2F%2Fmedium.com%2F%40mohammedasrar217%2Fscaling-ai-in-upstream-energy-2e8f554aeec7&user=MOHAMMED+ASRAR&userId=ea719b458a0a&source=---header_actions--2e8f554aeec7---------------------clap_footer------------------)

--

[](https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Frepost%2Fp%2F2e8f554aeec7&operation=register&redirect=https%3A%2F%2Fmedium.com%2F%40mohammedasrar217%2Fscaling-ai-in-upstream-energy-2e8f554aeec7&user=MOHAMMED+ASRAR&userId=ea719b458a0a&source=---header_actions--2e8f554aeec7---------------------repost_header------------------)

--

[](https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2F2e8f554aeec7&operation=register&redirect=https%3A%2F%2Fmedium.com%2F%40mohammedasrar217%2Fscaling-ai-in-upstream-energy-2e8f554aeec7&source=---header_actions--2e8f554aeec7---------------------bookmark_footer------------------)

[Listen](https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2Fplans%3Fdimension%3Dpost_audio_button%26postId%3D2e8f554aeec7&operation=register&redirect=https%3A%2F%2Fmedium.com%2F%40mohammedasrar217%2Fscaling-ai-in-upstream-energy-2e8f554aeec7&source=---header_actions--2e8f554aeec7---------------------post_audio_button------------------)

Share

Energy companies are crossing a threshold in their relationship with artificial intelligence. The first phase proved AI could work in upstream operations. Teams tested what was possible, built models and stood up data platforms. That work mattered. But it also exposed a harder truth. Value is no longer determined by the ability to build models. It is determined by the ability to scale them into everyday work.

Only [7% of energy organizations](https://www.accenture.com/in-en/insights/data-ai/front-runners-guide-scaling-ai) have truly scaled AI across the enterprise. Even among those leading the field, just one third of strategic AI bets ever reach full scale. The rest stall, generating insight but not