
How to Start an n8n AI Automation Agency: Stack, Costs and Delivery
Plan an n8n AI automation agency with a repeatable stack, model routing, client isolation, delivery workflow, cost controls, and realistic margins.
LinkModel · Journal
Tutorials, product updates, and insights

Plan an n8n AI automation agency with a repeatable stack, model routing, client isolation, delivery workflow, cost controls, and realistic margins.

Learn how to configure a LiteLLM proxy for OpenAI-compatible routing, virtual keys, budgets, retries, and a LinkModel backend, with trade-offs and alternatives.

Learn how to configure LangChain OpenAI with a custom base URL, switch models safely, stream responses, add tools, and route requests through LinkModel.

Configure an OpenAI-compatible model provider in Dify, call a published app through the Dify API, and control model, retry, and workflow costs.

Import 12 free n8n workflow templates for GPT Image 2, Nano Banana, Seedance 2.5, MiniMax H3, and Sora 2, with built-in polling and error handling.

Learn MiniMax H3 prompting with the official three-part formula, multimodal reference roles, shot-by-shot examples, audio direction, and API templates.

Compare MiniMax H3 and legacy MiniMax video API pricing, including Pay-as-you-go output rates, reference-input fees, and worked budgets.

Use the MiniMax H3 video API through LinkModel with verified model IDs, current pricing, multimodal inputs, asynchronous polling, and error handling.

Compare Seedance 2.5 and 2.0 on video length, references, resolution, editing and workflow fit. See when upgrading helps—and when 2.0 still wins.

Write better Seedance 2.5 prompts with timestamped story beats, explicit reference roles, audio cues and practical fixes for continuity and motion.

Microsoft's MAI-Image-2.6 ranks No. 2 for text-to-image and No. 3 for editing on Arena. Compare it with GPT Image 2, Grok and Nano Banana 2.

Connect DeepSeek Harness to LinkModel's OpenAI-compatible chat API, add DeepSeek V4 models, run DSH Web or headless, and fix common setup errors.

Learn what C2PA proves in AI images, then inspect signed GPT Image 2 and Gemini 3.1 outputs with LinkModel CLI and c2patool.

Learn how Seedance 2.5 API pricing converts pixels, duration, frame rate, and video inputs into tokens, with matched provider cost examples.

Learn how to use Seedance 2.5 API through LinkModel: submit a video task, poll its status, retrieve the output, and avoid model ID mistakes.

Use LinkModel CLI to give Codex, Claude Code, Cursor, and other AI agents safe image and video generation with JSON output and resumable tasks.

Compare LinkModel vs Atlas Cloud for matched model costs, catalog breadth, credits, data retention, API workflow and production fit.

Compare Atlas Cloud vs fal.ai for hosted models, creative tooling, pricing structure, concurrency, custom GPU workloads and production fit.