Working notes from 2E on oil and gas systems, maintenance data, automation, predictive maintenance, enterprise AI, and digital transformation.https://2epro.com/en-ushttps://2epro.com/insights/operational-readiness-for-ai/https://2epro.com/insights/operational-readiness-for-ai/When a few people run far ahead of the operation around them, their output enters processes that are not set up to handle it. What that costs, and what readiness actually requires.Thu, 06 Aug 2026 00:00:00 GMThttps://2epro.com/insights/asset-data-foundation-for-ai/https://2epro.com/insights/asset-data-foundation-for-ai/There are real gains available from AI in maintenance and reliability. Most pilots stall on the asset and item data underneath them, not on the models.Wed, 05 Aug 2026 00:00:00 GMThttps://2epro.com/insights/pm-dependency-chain/https://2epro.com/insights/pm-dependency-chain/A PM program can only schedule what the records describe. When maintenance falls short the cause is usually the asset and item data underneath it, not the maintenance strategy.Wed, 15 Jul 2026 00:00:00 GMT