Niche Agent
An AI brand-visibility research tool built on an MCP tool-server architecture. It runs a fixed prompt panel and records whether AI models mention a given brand, enabling organizations to quantify and track brand exposure across outputs from mainstream AI models.
Timeline (last 90 days)
The technical highlights of Niche Agent include the MCP tool server architecture, typed JSON Schema, and two-phase Dry Run.
Niche Agent's workflow is to run a fixed prompt panel, record whether the model mentions it (yes/no), and repeat this process after model updates.
The fixed prompt panel methodology draws on the thinking of traditional brand tracking research, replacing human respondents with large language models as the subjects of study.
All Facts (3)
The technical highlights of Niche Agent include the MCP tool server architecture, typed JSON Schema, and two-phase Dry Run.
50%UnverifiedNiche Agent's workflow is to run a fixed prompt panel, record whether the model mentions it (yes/no), and repeat this process after model updates.
50%UnverifiedThe fixed prompt panel methodology draws on the thinking of traditional brand tracking research, replacing human respondents with large language models as the subjects of study.
50%