{"slug":"ghl-ai-workflow-builder-prompting","title":"Prompting the GHL AI Workflow Builder Effectively","tags":["ghl","ai","workflows","prompting","automation"],"agent_summary":"Strategy for using GoHighLevel's AI workflow builder by crafting verbose, detailed prompts that get 80% of the automation built correctly, plus creating reusable prompt skills.","trigger_phrases":["ghl ai builder prompt","go high level ai workflow builder","prompt ghl automation builder","automate workflow creation ghl","ghl ai builder tips","how to use ghl ai to build workflows"],"runnable":false,"markdown":"## Prompting the GHL AI Workflow Builder\n\n### Strategy\nCreate verbose, detailed prompts that give the GHL AI builder enough context to get 80% of the automation built correctly, then manually fix the remaining 20%.\n\n### Prompt Structure\nInclude in your prompt:\n1. **Trigger:** Exact trigger type and conditions (e.g., \"appointment status changed to no-show\")\n2. **Actions:** Every step in sequence with timing\n3. **Wait nodes:** Specific delays with business hour constraints\n4. **Message copy:** Exact SMS and email text with custom value placeholders\n5. **Conditions/filters:** Any if/else logic needed\n6. **Pipeline updates:** Stage changes that should happen\n\n### What the AI Builder Does Well\n- Creates basic workflow structure\n- Sets up trigger conditions\n- Adds action nodes in sequence\n- Asks clarifying questions (improved behavior)\n- Handles common patterns (SMS, email, wait, pipeline move)\n\n### What the AI Builder Gets Wrong\n- Sometimes inserts wrong custom value tags — **always verify**\n- May not respect exact formatting (bold, line breaks)\n- Can create overly complex flows when simple ones suffice\n- Custom webhooks vs normal webhooks — it defaults to premium actions unnecessarily\n\n### Reusable Skill Approach\nCreate a Claude skill called \"GHL AI Automation Workflow Prompt\" that:\n- Takes your plain English description of what the workflow should do\n- References GHL documentation for accurate trigger/action names\n- Outputs the most detailed prompt possible for the GHL AI builder\n- Iterates based on what the builder produces\n\n### Key Learning\n- \"Keep in your skill that custom webhooks are premium actions — we only need normal webhooks\"\n- Reference GHL documentation skill to pull in correct context\n- The GHL AI builder has gotten significantly better recently — worth using for 80/20\n- Always verify custom value names match exactly what's configured in your sub-account\n","html":"<h2>Prompting the GHL AI Workflow Builder</h2>\n<h3>Strategy</h3>\n<p>Create verbose, detailed prompts that give the GHL AI builder enough context to get 80% of the automation built correctly, then manually fix the remaining 20%.</p>\n<h3>Prompt Structure</h3>\n<p>Include in your prompt:</p>\n<ol>\n<li><strong>Trigger:</strong> Exact trigger type and conditions (e.g., \"appointment status changed to no-show\")</li>\n<li><strong>Actions:</strong> Every step in sequence with timing</li>\n<li><strong>Wait nodes:</strong> Specific delays with business hour constraints</li>\n<li><strong>Message copy:</strong> Exact SMS and email text with custom value placeholders</li>\n<li><strong>Conditions/filters:</strong> Any if/else logic needed</li>\n<li><strong>Pipeline updates:</strong> Stage changes that should happen</li>\n</ol>\n<h3>What the AI Builder Does Well</h3>\n<ul>\n<li>Creates basic workflow structure</li>\n<li>Sets up trigger conditions</li>\n<li>Adds action nodes in sequence</li>\n<li>Asks clarifying questions (improved behavior)</li>\n<li>Handles common patterns (SMS, email, wait, pipeline move)</li>\n</ul>\n<h3>What the AI Builder Gets Wrong</h3>\n<ul>\n<li>Sometimes inserts wrong custom value tags — <strong>always verify</strong></li>\n<li>May not respect exact formatting (bold, line breaks)</li>\n<li>Can create overly complex flows when simple ones suffice</li>\n<li>Custom webhooks vs normal webhooks — it defaults to premium actions unnecessarily</li>\n</ul>\n<h3>Reusable Skill Approach</h3>\n<p>Create a Claude skill called \"GHL AI Automation Workflow Prompt\" that:</p>\n<ul>\n<li>Takes your plain English description of what the workflow should do</li>\n<li>References GHL documentation for accurate trigger/action names</li>\n<li>Outputs the most detailed prompt possible for the GHL AI builder</li>\n<li>Iterates based on what the builder produces</li>\n</ul>\n<h3>Key Learning</h3>\n<ul>\n<li>\"Keep in your skill that custom webhooks are premium actions — we only need normal webhooks\"</li>\n<li>Reference GHL documentation skill to pull in correct context</li>\n<li>The GHL AI builder has gotten significantly better recently — worth using for 80/20</li>\n<li>Always verify custom value names match exactly what's configured in your sub-account</li>\n</ul>\n"}