ANALYTICS

Global Model Mesh: Tracking sentiment across 15+ LLMs

Nov 20, 2025

black and silver round ball
black and silver round ball

A brand recommended in San Francisco might be ignored in Singapore. AI models behave differently based on the regional fine-tuning and localized data filters.

The Mesh Monitoring Protocol

Progos Labs runs a mesh of 42 global edge nodes. Every hour, we query the top 15 models with identical prompts from different locations. The results are startling: sentiment for "Cloud Security" varies by as much as 30% depending on the region.

Companies operating globally must monitor this "sentiment drift" to ensure their message is being translated correctly by the machines.

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Start measuringwhat actually matters.

Join 5,000+ top-tier brands optimizing for the Generative Search era.

Dashboard

Start measuringwhat actually matters.

Join 5,000+ top-tier brands optimizing for the Generative Search era.

Dashboard

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