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82 contributions to AI Automation Society
For business owners: thereโ€™s still time to increase sales before the year ends.
You donโ€™t need to rebuild everything or launch something complex. In many cases, small improvements in how leads are handled, followed up, or booked can create noticeable results in a short time. Before the year closes, itโ€™s worth asking: Are leads being responded to fast enough? Are inquiries falling through the cracks? Are repetitive tasks taking time away from selling? Is there a simple way to capture and qualify more prospects automatically? Iโ€™ve seen businesses improve conversions and revenue quickly by tightening these areas with simple systems and automation โ€” no massive changes, no hype. If youโ€™re still pushing to finish the year strong, this is one of the best times to optimize what you already have rather than wait for next year. Wishing everyone a strong finish to the year.
0 likes โ€ข 4h
@Muhammad Usman Tahir great
0 likes โ€ข 2h
@Hicham Char yeah
Lost in A Sea Of SaaS and Thoughts
Good Afternoon โ€“ I've had to make some serious pivots and hard decisions in regard to school, some training programs and this Ai Shift and move. I've walked away from the structured stuff to build out several systems Iโ€™ve created and want to deploy. I'm looking for advisement right now on the proper way to approach this so that i can be okay. To start based on the 16 Personality Traits exam i'm ranked an ENFJ - T/A. I have ADHD and am off and on my medication for focus from time to time but i am ALWAYS present. Please don't mistake that. I'm looking to get in and out so I can move forward in life with some other things. If you know a person, are a person or would point me to a person that could help me I would be grateful for the assistance.
1 like โ€ข 12h
I went through a very similar phase myself, and I worked with someone who helped me get clarity, simplify my direction, and move forward without overwhelm. His guidance genuinely worked for me and made a big difference. You can reach him directly on WhatsApp: +2348037100504 Hope this helps and wishing you the best moving forward.โ€
timestamp issue
Iโ€™m working on a voice-powered booking system that uses Retell AI to talk to callers and n8n as the backend. Retell collects all the booking details, confirms the exact UK date and time with the caller, and then sends one clean function call into n8n, for example: Book a table for four under Michael on 25/11/2025 at 2 PM. n8nโ€™s Calendar Agent is then supposed to interpret this text and create, update, or cancel the event in Google Calendar. Whatโ€™s going wrong Even though Retell now always sends explicit UK-format dates (dd/mm/yyyy) after confirming with the caller, the Calendar Agent inside n8n sometimes reinterprets that date โ€” usually by shifting the year backwards (e.g., 2025 โ†’ 2024) or otherwise assuming a different date before creating the Google Calendar event. There are no node errors; the workflow technically โ€œworksโ€, but the booked date in Google Calendar is sometimes wrong unless the caller corrects it manually during the conversation. A typical example Retell sends: Book a table for four under Paul on 26/11/2025 at 11 AM. But the Calendar Agent replies with: โ€œDo you mean Wednesday 27/11/2024?โ€ Which is obviously not what was said. This behaviour suggests the LLM inside the Calendar Agent is unnecessarily re-interpreting an already explicit date. What I've already tried I rewrote the Retell system message completely (the new 26 November version): Anchors todayโ€™s date Forces future-only dates Requires explicit dd/mm/yyyy internal conversion Confirms the exact UK date verbally with the caller before sending anything to n8n Ensures Retell never sends vague phrases like โ€œnext Tuesdayโ€ in the backend call I also updated the n8n Calendar Agent system message: If chatInput already contains a numeric UK date, it should trust that date 100% It should not convert โ€œ26/11/2025โ€ into anything else It should only reject dates that are actually in the past Removed all automatic reinterpretation of relative dates when an explicit one is provided Removed availability checks unless the caller explicitly asks for it
2 likes โ€ข 21d
This is a common issue with n8nโ€™s Calendar Agent โ€” the LLM tries to โ€œpredictโ€ dates instead of strictly parsing them. The solution is to bypass the agentโ€™s natural-language interpretation and enforce a deterministic parser before the Calendar Agent. Iโ€™ve fixed this exact problem for other booking systems, including Retell โ†’ n8n โ†’ Google Calendar setups, so if you want, I can help you through the exact guardrails and structure that eliminate date drift completely.
0 likes โ€ข 20d
@Chris Peters ok , good
Cofounder
Hi @everyone Iโ€™m looking for a technical cofounder to run an ai agency, contact me if youโ€™re interested, thanks ๐Ÿ”ฅ
0 likes โ€ข 21d
If youโ€™re looking for someone who can fully handle the technical side of an AI agencyโ€”automation systems, chatbots, voice agents, integrations, and client deliveryโ€”I can help. Iโ€™ve built and deployed AI systems for multiple niches, so if you want someone who can execute reliably while you focus on growth, letโ€™s talk.
Whats best for creating images for posts?
Which Node/App do you think works best for creating images for something such as LinkedIn posts? Which is also working best for the actual content creation? I usually create and schedule them in Canva. Id like to still use Canva at least for some part of this automation. Would love your suggestions!!!
1 like โ€ข 21d
For creating images, the OpenAI/DALLยทE node gives the cleanest, most professional visuals for LinkedIn-style posts. For captions and post copy, the ChatGPT node is still the most reliable. You can keep using Canvaโ€”just generate everything in n8n and send it straight into Canva through their upload endpoint so your designs stay on-brand. If you want, I can show you the exact setup to connect AI โ†’ n8n โ†’ Canva seamlessly.
2 likes โ€ข 21d
@Katherine Pacheco if you need my assistance you can notify me
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@gohighlevel-crm-master-5648
๐Ÿš€ GoHighLevel CRM Specialist | ๐Ÿ”‘ Funnels & Automation Expert | ๐Ÿค Helping Businesses Streamline, Scale & Close More Deals

Active 2h ago
Joined Sep 15, 2025
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