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AI agent builders

Gumloop vs Langflow

as AI assistants see them, week of 2026-09-14

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Gumloop and Langflow land in a near tie overall, both scoring 5 out of 100 and each showing up in about 9 of 71 answers (Gumloop 8, Langflow 9). Head-to-head, Langflow edges ahead slightly, named more often in 4 questions versus Gumloop's 3, with 13 questions tied. Gumloop tends to surface for no-code and non-technical founder questions, appearing in 2 of 4 answers each time, while Langflow leads on general "best platforms for building AI agents" questions, named in 3 of 4 answers. By assistant, Gemini favors Langflow (14) over Gumloop (4), while ChatGPT leans the other way, 9 to 3.

Head to head

metricGumloopLangflow
score55
questions won56

By assistant

Gumloop

assistantscorenamed in, this weekusual spot, this week
ChatGPT910% of answers#1.5
Claude820% of answers#12.5
Gemini48% of answers#7.0
Perplexity35% of answers#6.0

Langflow

assistantscorenamed in, this weekusual spot, this week
ChatGPT35% of answers#6.0
Claude820% of answers#13.0
Gemini1425% of answers#6.7
Perplexity25% of answers#15.0

Where they differ

Only Gumloop gets named for

  • Which AI agent platform is best for a non-technical founder?
  • What's the best tool to build an AI agent that browses the web and does research?

Only Langflow gets named for

  • Which AI agent platform has the best pricing for a small team?
  • What's the best self-hosted platform for running AI agents privately?
  • What's the best platform to build and deploy AI agents for a startup?

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