For ROI though you can run 24/7 agentic-style workloads, constantly churning through all your source code looking for security bugs (or whatever) and you DONT pay per-token costs.

A DeepSeek instance running 24/7 in a cloud provider will beat doing that with Claude which could bankrupt you with 100x more costs, even though it might find more.

And DeepSeek may find enough to keep your engineering team saturated and busy fixing things.

This process works better with multiple models and not simply slinging Ai at it 24/7. It's not an ROI just because you keep the GPU busy. The signal to noise ratio is not there yet