AI Visibility Rankingscheck your product

AI agent builders

Gumloop vs LlamaIndex

as AI assistants see them, week of 2026-10-19

brag about it: X · LinkedIn

Gumloop and LlamaIndex show up in slightly different corners of the AI agent conversation. Gumloop lands an overall score of 6 (ChatGPT 5, Claude 9, Perplexity 6) and gets named in 10 of 73 answers, mostly for workflow-builder questions like alternatives to n8n and AI agent builders in 2026, each at 2 of 3 answers. LlamaIndex scores 7 overall (ChatGPT 8, Claude 5, Perplexity 4) and appears in 14 of 73 answers, leaning on developer-framework territory, including a clean 3 of 3 for LangChain alternatives. Head-to-head, LlamaIndex edges ahead in 8 questions, Gumloop in 7, with 10 ties.

Head to head

metricGumloopLlamaIndex
score67
questions won79

By assistant

Gumloop

assistantscorenamed in, this weekusual spot, this week
ChatGPT50% of answers
Claude925% of answers#16.0
Gemininot sampled this week
Perplexity617% of answers#7.0

LlamaIndex

assistantscorenamed in, this weekusual spot, this week
ChatGPT815% of answers#8.7
Claude515% of answers#9.3
Gemininot sampled this week
Perplexity46% of answers#4.0

Where they differ

Only Gumloop gets named for

  • What are the best alternatives to n8n?
  • What's the best AI agent builder in 2026?
  • What's the best tool to build an AI agent that answers customer emails?
  • What's the best tool to automate a business workflow with AI agents?
  • Which AI agent platform has the best pricing for a small team?
  • What's the best platform to build and deploy AI agents for a startup?

Only LlamaIndex gets named for

  • What are the best alternatives to LangChain?
  • Which AI agent framework should a developer choose?
  • What are the best alternatives to Pydantic AI?
  • What are the best open-source AI agent frameworks?
  • What are the best alternatives to CrewAI?
  • What are the best alternatives to OpenAI AgentKit?
  • What's the best tool to build an AI agent that browses the web and does research?
  • What's the best platform to build an AI agent that connects to my company's data?

More comparisons

Not sold on either?

Scores count how often each assistant names a product, weighted by position. How the score works · Full AI agent builders leaderboard