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    Tools & brands

    Gumloop is named by AI engines in 16 questions across 7 segments.

    38 observations4 of 5 engines name itLast seen Aug 31, 2026

    Where it is named

    Questions where Gumloop is named, best average position first
    QuestionAvg positionNamed inEngines
    Can you give me an example of a LLM hallucination?
    Model Reliability
    		#1.01 of 1 answerAI Overview
    Which AI agent tool is the best?
    Agent Protocols
    		#1.01 of 4 answersGemini
    What are the top AI content workflows & automation tools in 2026?
    AI Content Workflows
    		#3.0 ±2.27 of 12 answersChatGPT, AI Overview, Gemini
    What is the best AI workflow automation platform?
    AI Content Workflows
    		#3.01 of 5 answersAI Overview
    What is the best tool to build agentic AI?
    AI Agents
    		#3.4 ±0.65 of 12 answersGemini, Perplexity
    What are the best AI workflow tools?
    AI Agents
    		#3.6 ±1.97 of 11 answersChatGPT, AI Overview, Gemini
    What is the best AI workflow automation tool?
    AI Content Workflows
    		#3.7 ±2.17 of 12 answersChatGPT, AI Overview, Gemini
    What are the best tools for AI content workflows & automation?
    AI Content Workflows
    		#4.0 ±1.76 of 11 answersChatGPT, AI Overview, Gemini
    Which is the best tool to build AI agents?
    AI Observability
    		#4.01 of 4 answersGemini
    What are the best tools for GTM engineering / AI outbound?
    GTM Engineering
    		#4.01 of 6 answersAI Overview
    Which AI platform is best for agentic workflows?
    AI Agents
    		#4.01 of 5 answersGemini
    What are the top 10 agentic AI tools?
    Agentic Commerce
    		#4.01 of 5 answersGemini
    What are the top 10 agentic AI tools?
    AI Agents
    		#4.3 ±3.44 of 12 answersGemini, Perplexity
    What are some good AI tools for automation?
    AI Content Workflows
    		#4.5 ±0.72 of 14 answersChatGPT, Gemini
    What are some popular AI workflow automation platforms?
    AI Content Workflows
    		#4.6 ±1.55 of 8 answersChatGPT, AI Overview, Gemini
    What is the best no-code automation tool?
    No-Code Development
    		#5.01 of 5 answersGemini
    What are the top GTM engineering / AI outbound tools in 2026?
    GTM Engineering
    		#5.01 of 12 answersAI Overview
    What are the best tools for developing AI agents?
    AI Coding
    		#5.5 ±0.72 of 9 answersGemini
    What are the most popular agentic AI tools?
    Agentic Commerce
    		#8.0 ±3.03 of 10 answersGemini, Perplexity
    What are the best tools for AI agents & agentic workflows?
    AI Agents
    		#8.4 ±4.05 of 17 answersGemini, Perplexity
    What are the top Open vs closed models / open weights tools in 2026?
    Open-Weight Models
    		#10.0 ±5.72 of 12 answersAI Overview, Perplexity
    What are the top AI agents & agentic workflows tools in 2026?
    AI Agents
    		#11.2 ±8.25 of 12 answersAI Overview, Gemini, Perplexity
    What are the top 20 marketing automation solutions available?
    Marketing Operations
    		#14.01 of 5 answersAI Overview
    What are the best tools for Martech / marketing ops?
    Marketing Operations
    		#27.01 of 8 answersGemini

    Which engines name it — and which do not

    • Gemini18 questions
    • AI Overview12 questions
    • ChatGPT6 questions
    • Perplexity6 questions
    • Copilotnever named

    Gemini names Gumloop in 18 questions, AI Overview names Gumloop in 12 questions, ChatGPT names Gumloop in 6 questions and Perplexity names Gumloop in 6 questions. Copilot has not named Gumloop in any of these questions — that is where the ground is open.

    Counted from the questions above. A question may not have run on every engine.

    Where it is strongest and weakest

    Strongest

    Weakest

    ± is the spread of positions across answers. A wide spread means the ranking is unstable — which means it is winnable.

    Source: ranking answers from 5 AI engines, first seen Aug 7, 2026, last seen Aug 31, 2026. This page is generated from observations only — it is not claimed or edited by Gumloop.