Speaker
and That's exactly it. And what's really interesting, you know you talked about that illusion of infinite capacity before ah that existed in the cloud. Now with with tokens and GPUs and capacity shortages in AI, like that illusion itself is almost broken. right We see that often in 2026, you're required to get a commitment just to have access to something like a latest generation or even an older generation GPU nowadays, given the the capacity crunch. and And that's really what our Chara is kind of holistically helping customers solve for. If they need to commit to get access to capacity or if they're interested in getting the discount, but they have uncertainty. They don't know if they're going to be using this GPU for the whole year. They don't know if they need all this compute you know three years on you know their business, if their startup might not even be around or it might be doing something completely different. And what we do is we help them hedge that downside risk by a unique product or the only ones in the space offering it called insured cloud commitments, which is essentially as simple as saying, hey, if you commit for three years, but you don't use say the last 24 months, we'll pay you back the difference for that whole 24 month period if you're basically having a commitment sitting there in your inventory that's not being used. And this gives customers the confidence to commit with that downside risk protected and capture more of that discount, you know, get resources that actually require commitments they otherwise wouldn't be willing to commit to, like GPUs, and really provide a new option they can put into that overall commitment portfolio. What we see is that customers generally you know the most sophisticated biggest ones that we work with. um you know Like Hex has become a really big AI native customer that's been running with us for seven years. you know Traditionally, it would be a mix of on-demand, one-year, and three-year commitments. Now when they're mature, they're actually looking at a mix of on-demand, insured one-year commitments, regular one-year commitments, insured three-year commitments, regular three-year commitments, and it becomes a lot more of a dynamic portfolio that helps them really match the risk in their business with the kind of best pricing that they can get out of these cloud provider constructs.