Summary
| Product | Tool Access | Task Setup | Oversight | Billing | Total | File |
|---|---|---|---|---|---|---|
| SpringBrand | 100 | 80 | 100 | 90 | 370 | Open |
| n8n | 80 | 90 | 100 | 100 | 370 | Open |
| Gumloop | 100 | 90 | 90 | 70 | 350 | Open |
| Zapier Agents | 80 | 100 | 80 | 90 | 350 | Open |
| Dify | 90 | 90 | 100 | 60 | 340 | Open |
| Relevance AI | 70 | 100 | 80 | 80 | 330 | Open |
| Lindy | 80 | 60 | 90 | 90 | 320 | Open |
| Stack AI | 70 | 70 | 90 | 60 | 290 | Open |
| CrewAI | 60 | 70 | 90 | 50 | 270 | Open |
How to read a file
Each file has a score summary, the pages read, a table for each dimension, a list of what the documentation does not cover, and a note on where the panel stopped. A finding of “not found” means the panel could not find the thing on the pages it read. It does not prove that the product lacks the feature.
Checks used in every file
- Tool Access: How many outside tools the builder connects to, and whether its public pages name them.
- Task Setup: How a person turns a goal into a working agent without wiring each tool by hand.
- Running and Oversight: Whether the agent keeps working on a schedule, asks a person before outside actions, and shows what it did.
- Billing Clarity: Whether the free start, the price and the usage are stated in public.
Published 2026‑10‑11 · Panel review of public documentation, October 2026