# Follow up from 178x Cost Spread Whitepaper

**URL:** <https://community.cdata.com/t/follow-up-from-178x-cost-spread-whitepaper/1339>\
**Category:** Ideas\
**Tags:** gateway-vs-model, tool-definitions, cost-spread, guidance, ai-gateway, ai-agent, ai-tooling, ai-integration, ai-agents, ai-tools, idea\
**Created:** [October 9, 2026, 1:01pm UTC](https://community.cdata.com/t/follow-up-from-178x-cost-spread-whitepaper/1339 "2026-10-09T13:01:43Z")\
**Posts on this page:** 1\
**Page:** 1

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**Author:** ![njoffe](https://avatars.discourse-cdn.com/v4/letter/n/ebca7d/32.png) [@njoffe](https://community.cdata.com/u/njoffe)\
**Post date:** [October 9, 2026, 1:01pm UTC](https://community.cdata.com/t/follow-up-from-178x-cost-spread-whitepaper/1339/1 "2026-10-09T13:01:43Z")

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Thank you for your research in the 178X Cost Spread Whitepaper.&nbsp;It confirms what we see&nbsp;in the AI Agent product&nbsp;that we’re building.

As a task matures, is it recommened to&nbsp;move parts of the business logic into an AI tool? Does this improve data safety and ease of swapping models in and out?

-Neil.