Templates / Compare sequential, agent-based, and parallel LLM processing with Claude 3.7

Compare sequential, agent-based, and parallel LLM processing with Claude 3.7

Needs changes

by Eduard ✓ · 2,017 views · created 2025-04-12 · Engineering, Multimodal AI

Needs changes. This template uses 1 thing(s) that n8n 3.0 removes: AI Agent v1 (old agent modes). 1 breaking item(s) found. Static check, last run 2026-10-19.

What this workflow does

This AI workflow has 31 nodes and runs manually, when you click “Execute workflow” (plus 1 other trigger). Along the way it connects Anthropic Chat Model. It also calls blog.n8n.io over HTTP.

How it runs

Trigger: Manually, when you click “Execute workflow” (plus 1 other trigger).

  1. HTTP Request: calls blog.n8n.io
  2. Basic LLM Chain: sends a prompt to an LLM, with model: Anthropic Chat Model
  3. Markdown: converts between Markdown and HTML
  4. LLM Chain - Step (Basic LLM Chain): sends a prompt to an LLM, with model: Anthropic Chat Model
  5. LLM Chain - Step (Basic LLM Chain): sends a prompt to an LLM, with model: Anthropic Chat Model
  6. LLM Chain - Step (Basic LLM Chain): sends a prompt to an LLM, with model: Anthropic Chat Model
  7. LLM Chain - Step (Basic LLM Chain): sends a prompt to an LLM, with model: Anthropic Chat Model
  8. Clean memory (Chat Memory Manager): uses Chat Memory Manager, with memory: Simple Memory
  9. Merge: merges the data from its input branches
  10. Initial prompts (Edit Fields (Set)): sets 5 fields: system_prompt, step1, step2…

…plus 9 more steps. See the full node list below.

Services it uses

Anthropic Chat Model

HTTP calls to: blog.n8n.io

Before you upgrade to n8n 3.0

1 thing in this workflow is removed in n8n 3.0. Fix it before you upgrade:

  • AI Agent v1 (old agent modes) in All LLM steps here - sequentially (v1.8): replace with Latest AI Agent node (Tools Agent). For SQL Agent, use a Postgres or MySQL tool with a recent AI Agent.
Removed in 3.0Replace with
AI Agent v1 (old agent modes)
All LLM steps here - sequentially (v1.8)
Latest AI Agent node (Tools Agent). For SQL Agent, use a Postgres or MySQL tool with a recent AI Agent.

Nodes used (13)

From the author

This workflow demonstrates three distinct approaches to chaining LLM operations using Claude 3.7 Sonnet. Connect to any section to experience the differences in implementation, performance, and capabilities. What you'll find: 1️⃣ Naive Sequential Chaining The…

Excerpt from Eduard's description on n8n.io.

View the original on n8n.io → Check your own copy

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