Agent Tooling — Pricing & Quality Intelligence
Consumption-level pricing for every major agent tooling vendor, extracted weekly from public pricing pages, logged with a SHA-256 hash, and archived into a running history. Cells show the latest verified observation; “—” means the ledger is still arming for that vendor.
| Vendor | Headline price | Output $/1M | Context | BizOps Score | |
|---|---|---|---|---|---|
| CrewAI OSS | $0.15 /1M in | $0.6 | — | 68 | Deploy → |
| Dify OSS | — | — | — | 78 | Deploy → |
| Flowise OSS | — | — | — | 49 | Deploy → |
| LangSmith (LangChain) OSS | $39 /seat | — | — | — | Deploy → |
| LlamaCloud OSS | $500 /seat | — | — | — | Deploy → |
| n8n (AI Agents) OSS | $50 /1M in | — | — | 78 | Deploy → |
/api/notary/verify?slug=<vendor>.Head-to-head comparisons
CrewAI vs Dify · CrewAI vs Flowise · CrewAI vs LangSmith (LangChain) · CrewAI vs LlamaCloud · CrewAI vs n8n (AI Agents) · Dify vs Flowise · Dify vs LangSmith (LangChain) · Dify vs LlamaCloud · Dify vs n8n (AI Agents) · Flowise vs LangSmith (LangChain) · Flowise vs LlamaCloud · Flowise vs n8n (AI Agents) · LangSmith (LangChain) vs LlamaCloud · LangSmith (LangChain) vs n8n (AI Agents) · LlamaCloud vs n8n (AI Agents)
Heads up: some links on this page earn us a referral commission if you sign up — vendors can't pay to change their score or their spot in the ledger though. See how we score →