Workflow Automation
7 articles
Workflow vs Agent for LLM Integration: Start With a Workflow
For most business LLM integrations, start with a workflow. Use an agent only when the system must plan, choose tools, and adapt across steps.
GoHighLevel Webhook Automation: What to Change Before September 1, 2026
Update GoHighLevel webhook receivers before September 1, 2026 by verifying X-GHL-Signature on the raw request body and adding replay protection, idempotency, and queue-based ingestion.
GoHighLevel Custom App vs Private Integration: What to Build First
Build a GoHighLevel custom app first for internal workflows. Use a private integration for secure system connections. Choose a Marketplace app when outside installs, pricing, or resale matter.
LLM Integration Cost in 2026: API Spend vs Engineering Time
LLM integration cost is usually driven more by engineering time than token pricing. Budget API spend, tool overhead, evals, logging, approvals, and human fallback.
n8n vs custom Node or Python automation: where the cutoff is for a SaaS team
Use n8n for integration-heavy workflows with clear steps, retries, and operator visibility. Use Node or Python for product logic, testing, and performance-sensitive automation.
n8n Cloud vs Self-Hosted in 2026: What a 20-Person SaaS Team Should Choose
Most 20-person SaaS teams should choose n8n Cloud. Self-host n8n when you need environments, Git version control, and the team to own reliability.
Should You Freeze Engineering Hiring Because of AI Coding Tools?
No. AI coding tools speed up implementation, but they do not replace engineering ownership, review, architecture, or production judgment.