Topic
Application of AI to turbines, refineries, compressors, heat exchangers and grid assets, where sensor data is sparse and expensive.
IFS's survey of more than 2,200 senior decision makers in 14 countries found only 4% of organisations require human approval of AI decisions. IFS published it beside its own AI platform. The gap it describes is also its sales case.
Reality
Schneider Electric agreed to buy PTC for $22.6 billion in cash, a 42.3% premium at $205 a share. The cost savings it promises cover only part of that premium, so the price depends on PTC's engineering data selling more Schneider software.
Perspective Coverage
18 publishersReality
Honeywell's CTO put frontier AI at maybe 85% accuracy against the 99.9999% customers demand, and Ecolab said top models can cost more than people. Ecolab has since cut its token costs 70% to 80% by tuning, so cost looks like the easier of the two limits to fix.
Reality
I-care acquired the assets of Grenoble's Amiral Technologies on Sept. 17. DiagFit learns an asset's normal behavior from operating data and flags departures from it, and it can run inside a customer's own network.
Reality
The industrial AI startup launched with $41 million in seed funding and design partners in manufacturing, logistics, energy and data centers. Its one published result is a Steuben Foods planning cycle that moved from monthly to daily.
Reality
The two deals move industrial AI inside the automation vendors' stacks, which changes who a plant negotiates with over its optimization targets. The record does not yet say what that layer costs an operator to run.
Reality
The UK company has raised $128m in total and says more than 1,000 shops run CAM Assist inside their existing CAM software, though the round comes with no figure for how often a drafted strategy is approved unedited.
Reality
Techfundingnews frames the world model race as a $16B bet. The named rounds account for $2.31B of it, and the case against the architecture rests on a generalisation failure capital cannot fix.
Reality