Local LLMs face client-work reality check

The practical split is becoming obvious: local LLMs are good workflow infrastructure, not a universal replacement for frontier APIs.

• –Local models hold up best on low-risk, structured tasks where privacy, repeatability, and cost matter more than perfect prose.
• –Client-ready proposals, persuasive copy, nuanced tone, and high-stakes reasoning still expose the consistency gap with cloud models.
• –Hybrid routing is the real product opportunity: keep sensitive context local, escalate only the final polish or hard reasoning step.
• –The fragmentation complaint matters because teams do not want model tinkering; they want one workflow with clear routing rules.