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· Improvement AI Automation

AI Agent Actions Now Cost Less to Run

AI Agent Actions now use fewer tokens per execution, reducing run costs by 40 to 50 percent without changing behavior, quality, or setup.

S
SMBcrm Team · August 10, 2026

AI Agent Actions Now Cost Less to Run

AI Agent Actions in AI Features and Automation have been optimized to reduce the cost of each agent run. Internal testing shows executions are now 40 to 50 percent cheaper, with no change to behavior, output quality, or setup.

AI Agent action cost optimization

What changed

  • Up to 50 percent lower cost per AI Agent execution.
  • Prompt caching now reuses repeated context across agent steps instead of resending it on every call.
  • System and tool prompts have been tightened to reduce token usage on each run.
  • Supporting calls for summarization, structured output, and memory generation now use lighter models, while core reasoning stays unchanged.
  • Each execution consumes fewer tokens overall, in addition to per-call savings.

Why it matters

Lower execution costs make AI Agent Actions more practical in more workflows, especially for long conversations, multi-tool agents, and high-volume automations. This helps teams choose an AI agent when it fits the use case, instead of avoiding it because of run cost.

How to use it

There is nothing to enable. These optimizations are already live and apply automatically to all new and existing AI Agent Actions.

In Case You Missed It

Read AI Builder Adds Restorable Version History for another recent AI improvement in SMBcrm.


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