Evaluating the $17.68B workflow automation market: n8n AI Agent (#1 at 85.3), Flowise v2 (#2 at 83.9), Dify.AI (#3 at 83.2), LangGraph Studio, and Agent Studio.
Task Performance (30%) + Proactivity (20%) + Memory (15%) + Privacy (15%) + Independence (10%) + Real Usage (10%) [Social Volume = 0%].
2. Ranker Score Formula: Methodology Transparency (30%) + Coverage (25%) + Freshness (20%) + Independence (15%) + Reproducibility (10%).
3. Category Leaders: Agentic Models #1 Gemini 4 Argon High (93.1), #2 DeepSeek-V4 (92.9), #3 Grok 4.7 (92.3), #4 Llama Spark 1.3 Max (91.9); Workflow Builders #1 n8n AI Agent (85.3); Personal Agents #1 Grok Bot (88.5), #2 Scout (88.4), #3 Muse (86.9), while heavily hyped social-pump entries like Dots (#5 at 73.4) and closed chat wrappers (Claude Sonnet 5.5 at 79.6, GPT-6 Astra Max at 78.9) rank lower due to unverified autonomy claims, rate-limit throttling, and vendor lock-in.
| Rank | Agent & Direct Link | Category | Score | Tier Badge | Hype Signal | Empirical Audit Summary |
|---|---|---|---|---|---|---|
| #1 |
n8n GmbH • Last verified: 2026-10-27 • Report Outdated Link
|
builders | 85.3 | 85+ ✅ Excellent | ✅ Verified | #1 Workflow Builder (85.3) capturing the $17.68B automation market signal; fair-code self-hostable with 400+ integrations & native MCP. |
| #2 |
FlowiseAI • Last verified: 2026-10-27 • Report Outdated Link
|
builders | 83.9 | 75-84 ✅ Very Good | ✅ Verified | Apache 2.0 visual multi-agent graph builder with native Ollama, DeepSeek, Qwen, and Milvus support. |
| #3 |
LangGenius (Dify) • Last verified: 2026-10-27 • Report Outdated Link
|
builders | 83.2 | 75-84 ✅ Very Good | ✅ Verified | Open-source LLM app and agentic workflow platform powering 100k+ self-hosted enterprise deployments. |
| #6 |
Labring (FastGPT) • Last verified: 2026-10-27 • Report Outdated Link
|
builders | 80.9 | 75-84 ✅ Very Good | ✅ Verified | Open-source visual RAG and function-calling workflow orchestrator with strong Asian enterprise adoption. |
| #4 |
LangChain Inc. • Last verified: 2026-10-27 • Report Outdated Link
|
builders | 80.8 | 75-84 ✅ Very Good | ✅ Verified | Visual IDE for cyclic state-machine agents with time-travel debugging and human-in-the-loop checkpoints. |
| #5 |
ByteDance • Last verified: 2026-10-27 • Report Outdated Link
|
builders | 80.1 | 75-84 ✅ Very Good | ✅ Verified | High-velocity visual bot and plugin workflow builder with multi-agent handoffs. |
| #7 |
DataStax / Langflow • Last verified: 2026-10-27 • Report Outdated Link
|
builders | 79.8 | 75-84 ✅ Very Good | ✅ Verified | Python-native drag-and-drop multi-agent and MCP component canvas. |
| #10 |
DataElem • Last verified: 2026-10-27 • Report Outdated Link
|
builders | 79.8 | 75-84 ✅ Very Good | ✅ Verified | Open-source enterprise agent workflow builder with fine-grained RBAC and audit logs. |
| #9 |
Activepieces • Last verified: 2026-10-27 • Report Outdated Link
|
builders | 79.5 | 75-84 ✅ Very Good | ✅ Verified | MIT-licensed TypeScript alternative to Zapier with self-hosted AI agent steps. |
| #11 |
Ironclad • Last verified: 2026-10-27 • Report Outdated Link
|
builders | 79.4 | 75-84 ✅ Very Good | ✅ Verified | Local desktop node-graph prompt and agent debugger with zero cloud middleware. |
| #8 |
Agent Studio • Last verified: 2026-10-27 • Report Outdated Link
|
builders | 74.1 | 65-74 ⭐ Good | ⚠️ Claims outpace | Visual workflow studio with solid templates, though cloud-tier credit consumption scales steeply. |
| #12 |
Relevance AI • Last verified: 2026-10-27 • Report Outdated Link
|
builders | 73.4 | 65-74 ⭐ Good | 🔥 High social | No-code B2B sales/ops multi-agent builder; proprietary SaaS lock-in lowers independence score. |
| #13 |
Stack AI • Last verified: 2026-10-27 • Report Outdated Link
|
builders | 73.3 | 65-74 ⭐ Good | ✅ Verified | SOC2/HIPAA compliant drag-and-drop enterprise workflow builder. |
| #14 |
Voiceflow • Last verified: 2026-10-27 • Report Outdated Link
|
builders | 72.6 | 65-74 ⭐ Good | ✅ Verified | Customer support voice and chat agent design canvas. |
| #16 |
Celonis / Make • Last verified: 2026-10-27 • Report Outdated Link
|
builders | 72.5 | 65-74 ⭐ Good | ✅ Verified | Visual webhook and API router with modular LLM tool-calling blocks. |
| #15 |
Wordware • Last verified: 2026-10-27 • Report Outdated Link
|
builders | 70.1 | 65-74 ⭐ Good | 🔥 High social • ⚠️ Claims outpace | Notion-style prose programming environment; viral launches outpace deep error-recovery capabilities. |
| #17 |
Zapier • Last verified: 2026-10-27 • Report Outdated Link
|
builders | 67.6 | 65-74 ⭐ Good | 🔥 High social • ⚠️ Claims outpace | 6,000+ SaaS connectors, but closed cloud pricing per task and rigid loop limits penalize sovereignty. |