Hey everyone — looking for some help or confirmation here. I built an AI cold caller using Vapi, with n8n as the backend (webhooks, call processing, Sheets, follow-ups, etc.). The calling itself works great, but I’m running into a wall with Structured Outputs. Setup: Using Vapi’s new Structured Outputs (not deprecated structured data) 6 outputs configured (lead qualification, call outcome, summary, appointment info, etc.) Outputs show correctly in the Vapi dashboard call logs Deprecated Summary / Structured Data are disabled Assistant is patched with artifactPlan.structuredOutputIds Issue: When I fetch calls in n8n via: GET https://api.vapi.ai/call/{callId} the response does not include artifact or artifact.structuredOutputs — only transcript, recording URL, status, etc., even though the dashboard shows the structured outputs for that same call. Has anyone successfully pulled Structured Outputs via the API? Is this a known limitation or bug, or is there a workaround people are using? This is blocking a production n8n workflow, so any insight would be appreciated.

Hi everyone, I'm in the real estate industry and am working on building a comprehensive cold outreach system. I've been working on building a vapi voice agent for a couple weeks and its been super tough. I'm having trouble prompting it and knowing what settings to use. I'm also having a hard time with setting up a voicemail message as well. Let me know your thoughts. Thanks!

Hi everyone, my name is Nick and I am new to AI automation/agent builds. I am a real estate agent based out of San Diego and I am looking to transform our entire team using AI automations. I've been playing around with n8n for a little over a month and am working on a pretty big project but I'm getting stuck on it. I would love to chat with someone on the phone to get some tips and advice on how to build it out. Thanks!

I’m on a mission to streamline cold email for premium coaching programs, and I think I’ve cracked the code with this approach! 1. Identify Top Prospects - Start with LinkedIn Sales Navigator advanced filters to hone in on decision-makers in your niche. 2. Pull Lead Info - Use PhantomBuster to scrape key details (names, companies, emails). 3. Verify & Segment - Separate the leads by industry, then ensure email integrity through AnyMailFinder, Email Guard, and Never Bounce. 4. Leverage Perplexity.ai - Gather job-role insights and common hurdles so you can shape your message around real issues. 5. Write Persuasive Emails - Combine a strong hook, a clear offer, a simple guarantee, and a relevant case study. 6. Launch Outreach - Deploy everything via Instantly.ai, measure open and reply rates, and tweak for the best results. Give it a test run and let me know how it performs for you. I’d love your feedback on what resonates best with your audience!

I might post the full hour long video I made for this. Comment if you guys find this valuable and want me to post the full version for you where I go into detail how to make money quick with ai automation.