Workflow automation · Updated 2026-07-14

Gumloop vs Lindy

No winner has been declared. Run Gumloop and Lindy against the same frozen task and publish the raw scores before recommending either one.

Comparison status

Has WhichAI declared which product is better for workflow automation?

No. This page records narrowly sourced vendor facts and a test protocol. WhichAI has not run both products on the same frozen task, so there is no published winner.

Gumloop vs Lindy at a glance

Side-by-side comparison of Gumloop and Lindy
Evidence categoryGumloopLindy
Official documentation snapshot

Gumloop documents visual workflows made by connecting nodes on a workbook canvas. Official source

Lindy documents custom agents as combinations of workflows, steps, integrations, and memory. Official source

Questions to test
  • Does its workbook model represent your required controls and exception queue?
  • What are the observed completion and correction rates on the frozen workflow?
  • Does its agent model represent your required controls and exception queue?
  • What are the observed completion and correction rates on the frozen workflow?
Pricing questionWhat do the current official plan, usage, and overage terms cost at your expected volume?What do the current official plan, usage, and overage terms cost at your expected volume?
Decision questionDoes Gumloop produce the accepted output with fewer corrections, lower observed cost, or a better control fit on your frozen task?Does Lindy produce the accepted output with fewer corrections, lower observed cost, or a better control fit on your frozen task?

Reproducible comparison rubric

Freeze one task, its inputs, acceptance criteria, account state, model settings, and evaluator before the first run. Use the same number of trials for both products.

  1. Record whether the output meets the acceptance criteria.
  2. Count reviewer corrections and recovery attempts.
  3. Record elapsed time to an accepted output.
  4. Record observed usage and billed cost from the test account.
  5. Publish raw results, settings, evaluator identity, and limitations.

Declare a winner only when the run and a predeclared decision rule are published. A tie or a split decision by task is valid.

Evidence question for Gumloop

Does Gumloop produce the accepted output with fewer corrections, lower observed cost, or a better control fit on your frozen task?

What do the current official plan, usage, and overage terms cost at your expected volume?

Open Gumloop official site

Evidence question for Lindy

Does Lindy produce the accepted output with fewer corrections, lower observed cost, or a better control fit on your frozen task?

What do the current official plan, usage, and overage terms cost at your expected volume?

Open Lindy official site

Snapshot and sources

Official documentation was accessed on 2026-07-14. Each visible vendor fact links to the exact source that supports it. Pricing, limits, availability, and features can change, so verify the current source before a purchase or implementation decision.

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Turn the decision into an operating workflow

WhichAI self-serve maps a real task into a recommended stack, workflow steps, setup guidance, controls, prompts, pricing context, and human handoffs. WhichAI Solutions is the implementation path when the decision depends on recurring work, multiple systems, compliance-aware controls, or operating complexity.