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[Seham K.](https://www.g2.com/users/7db575f8-f1ef-49ef-af4a-afa38c0a2e52 "Seham K.") • about 13 hours ago Chief Technology Officer Chief Technology Officer More Options - [ # How are you handling IBM watsonx.ai UI and IAM friction for deployment spaces? ](/discussions/how-are-you-handling-ibm-watsonx-ai-ui-and-iam-friction-for-deployment-spaces) We’ve had strong results using IBM watsonx.ai’s Python SDK for direct access to Granite models and fine-tuned Llama instances, plus fast REST execution for route re-optimization hooks during peak dispatch spikes. Dynamic scaling helped us avoid maintaining idle GPU clusters and reduced idle... 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More Options - [ # How are you handling the learning curve and cost clarity in IBM watsonx.ai? ](/discussions/how-are-you-handling-the-learning-curve-and-cost-clarity-in-ibm-watsonx-ai) I like having a single place to evaluate foundation models, test prompts in Prompt Lab, and then move the best experiments toward API-based implementation. The mix of visual and programmatic options helps, but the number of services and configuration choices adds complexity, especially around... 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