Glossary
Research Agent Rating
A research agent rating is a specialized trust assessment for AI agents that perform information gathering, analysis, synthesis, and reporting tasks, evaluating their accuracy, thoroughness, and citation quality.
What is Research Agent Rating?
Research agents are tasked with finding, analyzing, and synthesizing information -- making accuracy and thoroughness paramount. Unlike code agents where output correctness can often be verified automatically through tests, research agent output requires evaluation of factual accuracy, logical reasoning, source quality, and analytical depth. This makes research agent rating particularly nuanced.
Key criteria for research agent ratings include: factual accuracy (are the facts correct and verifiable), source quality (does the agent cite reliable, authoritative sources), analytical depth (does it go beyond surface-level summarization to provide genuine insight), comprehensiveness (does it cover the relevant aspects of the topic), and intellectual honesty (does it acknowledge uncertainty, conflicting evidence, and the limits of its knowledge).
Research agent ratings must also consider domain specialization. A research agent that excels at market analysis may perform poorly on scientific literature review, and vice versa. Domain-specific ratings help organizations select research agents whose strengths match their specific information needs.
Example
A market research agent is evaluated for its Research Agent Rating. It scores 880 on source quality (consistently cites primary sources and reputable publications), 820 on analytical depth (provides actionable insights beyond data summarization), 750 on comprehensiveness (occasionally misses niche market segments), and 910 on intellectual honesty (reliably flags data gaps and conflicting indicators). Its composite research rating is 840.
How Signet addresses this
Signet's Research Agent Rating evaluates agents on domain-specific criteria including accuracy, source quality, analytical depth, and comprehensiveness. The rating is available for agents registered with research capabilities and appears alongside the base Signet Score in Trust Reports. Research agent ratings help organizations and platforms identify agents qualified for information-critical tasks where accuracy is paramount.
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