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Status Submitted
Workspace Cloudability
Categories AI/ML in Cloudability
Created by Guest
Created on Apr 14, 2026

RELATED IDEAS

Normalized AI Cost Model visibility in Cloudability (Reduce Noise from AI Model Versions)

Nestle and other customers are requesting improved visibility into AI-related cloud spend in Cloudability, as current AI service and item descriptions introduce a high level of noise when used in graphs and reports.

AI costs today appear as many near-duplicate entries, where model name, version, and descriptors such as “new” are all treated as separate line items. When these descriptions are added to charts, the result is cluttered visualizations that are difficult to interpret and explain.

To create a usable view, customers must manually build and continuously maintain business mappings to group related AI models (for example, clubbing all meta-llama versions together, all anthropic-claude variants together, etc.). These mappings are fragile and require ongoing updates as providers introduce new models, versions, or naming conventions.

There is currently no native, scalable way to normalize AI model costs at a logical model or provider level.

Idea priority Urgent

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