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Minor ML Upgrade

Minor ML Upgrade: Tool Response Rendering Improvements - Standard Release

  • May 20, 2026
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kyril.remillard
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We've released the Tool Response Rendering Improvements ML upgrade for Standard customers.

Tool Response Rendering Improvements
We've made some updates to how the Moveworks AI Assistant presents tool responses!
The Assistant now presents clean and concise results. Previously, some responses were excessively verbose or surfaced extra, unnecessary information, rather than synthesizing it into a helpful answer. Improvements include four changes that will make responses clearer:

  • Relevance by default: When sharing information from a tool response, the Assistant surfaces only details relevant to your request. Raw data fields, internal identifiers, and technical values you can't act on are omitted.
  • Synthesized answers: When multiple tools contribute to a response, results are combined into a single coherent answer.
  • Plain-language errors: When a tool encounters an error, the Assistant describes the outcome in plain language.
  • Clean output by default: The Assistant won't include verbose technical data in responses unless it's directly useful to you.

To verify the improvements
After the update is live in your environment: Ask a question that normally triggers a verbose tool response. The Assistant should return a concise, relevant answer.


Read more about the release here.
Learn more about our model upgrade program here.