Market

LLM Agent Frameworks and Tooling in AI answers

has a clear lead for multi-step agent workflows, tool use, and human review. is the usual answer for web research agents with browser automation.

Since Jul 5Updated Nov 10, 2026Based on 1,459 AI answersReviewed by

How we measure

Brands AI mentions

#BrandMentioned in
#1
73%
Multi-step workflows, tool use, and human review
#2
56%
Teams of specialized agents collaborating on tasks
#3
38%
OpenAI-centered agents, tool calls, and agent handoffs
#4
33%
Agent collaboration in Azure and Microsoft environments
#5
27%
Flexible integrations for complex agent workflows
#5
25%
Multi-agent collaboration and task coordination
#7
16%
Agent integration with approval steps and state persistence
#7
14%
HIPAA-conscious application integration and data retention options
#7
14%
RAG retrieval strategies and query transformation
#10
13%

By AI engine

Mentioned in, on ChatGPT and Google AI Mode

Market map

Topics led

The 5 brands that lead or place most often

TopicLangChain LangGraphCrewAILangChainn8nLangSmith
Led by LangChain LangGraph 5
Devops agent framework for self-healing systems
Human-in-the-loop task orchestration
Multi-step stateful task managementNot mentioned
Conversational AI agent frameworkNot mentioned
Conversational AI chatbot development
Led by CrewAI 1
Multi-agent orchestration
Led by LangChain 1
Agent tracing and monitoringNot mentionedNot mentionedNot mentionedNot mentioned
Led by n8n 1
No-code and low-code AI agent building
Tied: LangSmith, OpenTelemetry, Arize Phoenix, Arize AI, Braintrust, DeepEval and LangChain 1
LLM agent API tool reliabilityNot mentioned
Tied: Mem0 and Letta 1
Agent memory integrationNot mentioned
Led by Model Context Protocol 1
Dynamic tool discoveryNot mentionedNot mentioned
Tied: CrewAI and LangChain LangGraph 1
AI agent orchestration with API integration
Tied: LangChain LangGraph, Microsoft Copilot Studio, Slack, CrewAI, n8n, Salesforce Agentforce, Microsoft and Microsoft Teams 1
Enterprise collaboration integration

leads second or third named lowerblank: not named

Sites AI cites

37% of citations point at the ranked brands’ own sites. github.com, youtube.com, reddit.com are the most-cited sites outside the ranked brands’ own domains.