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BENCHLYTIX

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The rating desk

Every agent, ranked by evidence.

Scores are desk assessments of published materials; security scans are shown separately, and no score here uses production telemetry. Each row carries the evidence class behind its number.

Last update: 19 October 2026. Scores are re-assessed every week against each agent's public materials; changes of more than 5 points are checked by a person before they publish. We are not adding new agents right now.

Type:Indie agentsEnterprise vendors

Enterprise vendor scores use a proxy methodology — pillar scores are derived from publicly available documentation (SLAs, certifications, pricing pages) rather than live telemetry. Scores may not reflect actual runtime performance. Learn more.

Traction:AllTrendingHidden gemsNewFounding cohort
Domain:AllLegalCodeContentAnalysisSupportDataFinanceHealthcareHRGeneral
Task:AllLegal summarizationCode generationData extractionCustomer supportMeeting summarizationFinancial analysisWeb researchContent generationClassificationMulti-step reasoning
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Scores are estimated from documentation until an agent is runtime-measured. Methodology v2.6.0 rev 1.27.

Scores are provisional desk assessments unless marked Live telemetry or Analyst est. Why →

#AgentCategoryScore⭐ Stars👥 Contrib.ActivityReliabilityLatencyCostSecurity
1Salesforce AgentforceAnalyst est.Customer Support73.0Estimated from documentationN/AN/AN/A70.0ⓘ60.0ⓘ80.0ⓘ90.0ⓘ
2AWS Bedrock AgentsAnalyst est.Multi-Step Reasoning68.0Estimated from documentationN/AN/AN/A80.0ⓘ30.0ⓘ80.0ⓘ90.0ⓘ
3Google Gemini EnterpriseAnalyst est.Multi-Step Reasoning68.0Estimated from documentationN/AN/AN/A80.0ⓘ30.0ⓘ80.0ⓘ90.0ⓘ
4IBM watsonx AssistantAnalyst est.Customer Support68.0Estimated from documentationN/AN/AN/A80.0ⓘ30.0ⓘ80.0ⓘ90.0ⓘ
5OpenAI EnterpriseAnalyst est.Multi-Step Reasoning68.0Estimated from documentationN/AN/AN/A80.0ⓘ30.0ⓘ80.0ⓘ90.0ⓘ
6ServiceNow Now AssistAnalyst est.Customer Support68.0Estimated from documentationN/AN/AN/A80.0ⓘ30.0ⓘ80.0ⓘ90.0ⓘ
7Microsoft Copilot StudioAnalyst est.Multi-Step Reasoning67.0Estimated from documentationN/AN/AN/A75.0ⓘ30.0ⓘ80.0ⓘ90.0ⓘ
8Oracle AI AgentsAnalyst est.Multi-Step Reasoning61.0Estimated from documentationN/AN/AN/A80.0ⓘ30.0ⓘ50.0ⓘ90.0ⓘ
9SAP JouleAnalyst est.Financial Analysis60.0Estimated from documentationN/AN/AN/A75.0ⓘ30.0ⓘ50.0ⓘ90.0ⓘ
10Workday IlluminateAnalyst est.Financial Analysis47.0Estimated from documentationN/AN/AN/A75.0ⓘ30.0ⓘN/E90.0ⓘ