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32 contributions to AI Automation Society
Clinical Trial Team Was Spending 40% of Time on Admin. Not Science. 🔥
Phase 2 trial. 340 patients. 12 sites. Mountain of documentation. The coordinators' reality: - Adverse event forms (PDFs from 12 different hospital systems) - Lab results (different formats per site) - Consent forms (version tracking nightmare) - Protocol deviations (buried in email attachments) 40% of their time was document processing. Not patient care. Not science. FDA doesn't care about your workload. They care about documentation completeness. Built an intake system for trial documents. Document arrives from any site. System identifies document type automatically. Extracts patient ID, visit date, relevant data points. Flags missing information. Routes to correct workflow. Updates trial master file. First month: - 2,847 documents processed - 94% correctly classified and routed - 31 missing consent forms identified before audit The coordinators went from document processors to exception handlers. Time on admin dropped to 15%. More time for actual trial work. Sponsor audit went smoothly. Auditor commented on documentation organization. What administrative burden is eating your team's time?
3 likes • Apr 1
@Duy Bui How are you "routing [binary] PDFs to the correct workflow"? Claude Code seemed confused yesterday just trying to build a way for n8n to simply save invoices in my Google Drive.
I'm hiring a Conference Program Director ($3K bounty if you refer)
Big news: we're launching virtual and in-person AI automation events. And I need someone to run the show, curating speakers, topics, and sessions. It pays $100K-$120K. And if you refer the person we hire, you get $3,000 cash. Know someone who'd be perfect? Or maybe it's you? Get the details here: Conference Program Director P.S. Link to apply is at the bottom of the page.
7 likes • Feb 26
You need this guy: (I'm attending one of his dev conferences on Friday & Kevin has been doing this work for years!) https://www.linkedin.com/in/1kevgriff?utm_source=share_via&utm_content=profile
🚀🎉🙌 Launched my first AI YouTube Video
I'm really excited. I went out on a limb and created some AI content. It is about creating a Lead Magnet in 30 seconds in Claude AI, which changed everything. (mindset, possibility mind blown, action reflex) Thought I'd share. https://www.youtube.com/watch?v=02VuoS5xogQ The Story: "4 days ago, on February 12th, I typed a simple prompt into Claude AI… 30 seconds later, I had a fully functional lead magnet, interactive scorecard, and working funnel page. This video is about more than just AI tools. It’s about the moment I realized there are no more excuses. IT'S ABOUT HOPE." Make it hAIppen! —Josh
1 like • Feb 17
Well done! I "hope" you'll next use OpusClip to split that video up into small YT Shorts that all point back to the long form video. Use HighLevel to schedule each short to go out every day for a week at different times (to test where you get the most traction from them)... then, keep doing it! affiliate link, if you need: https://www.opus.pro/?via=start4free
🤖 Voice Agent Win! - RetellAI.com 🤑
"Here's Hope" >>> A Voice Agent Build Success Story I was determined today to build a voice agent FAST!!! 🚀 Like, RIVOTED ON MAKING THIS HAPPEN. And... DONE. Here's how it started. I did see Nate's version later: Checkout out Nate Herk's Voice AI solution (n8n + Vapi): https://www.youtube.com/watch?v=y-cq_Qo4zVo (Nate's got some edge cases and extry functionality that is really important.) But I found this one first, I watched >>> https://www.youtube.com/watch?v=oB7gia1kC_g - Liam's 18m Breakdown. Tried it... and it was failing. Did everything he said. Liam did great, but there's always things that don't go perfectly. Started to feel real doubt, pit in my stomach... I was literally sweating. But, I pushed through and did more research to figure out what I could be doing wrong: Then to Chris Koerner's video using GHL: https://www.youtube.com/watch?v=r5yL8PW8Kyc Brendan Jowett's thoughts: https://www.youtube.com/watch?v=pK5AYiowf2Y And then this one which filled in some gaps: https://www.youtube.com/watch?v=ROdGFddSaE4 and paused half-way through this one to try again: https://www.youtube.com/watch?v=vvvZCiDaJy4 Then a breakthrough: 1. Changed the model from Gemini 2.5 Flash Lite >>> GPT 4.1. Got better reasoning and handling, way better. 2. Also adjusted my Cal.com web form to remove the multiselect (maybe less complex to start is better.) Put in my CC in RetellAI. Bought a phone number for $2. Then called my Voice Agent and... Booked 2 discovery calls. Now, it's not perfect but, ...I wanted a working demo, now... I've got one. ❤️ Bottom Line So, if you are struggling, push through. Keep looking for answers. Keep going. Believe. (When I hit some walls, I've recently been turning to gratitude to solve problems so, I paused, spent 5 minutes repeating all of the things I was grateful about the times we live in and the opportunities we have... kept a high vibration going.)
0 likes • Feb 4
"Keep Moving Forward" — Walt Disney #letsgo #letsgetit
Overwhelmed by the AI space?
If you’re feeling overwhelmed in the AI space right now, that’s completely normal. I feel behind every single day. Things are moving insanely fast. Andrej Karpathy recently tweeted that he’s never felt this behind as a programmer. And this is someone who was the Director of AI at Tesla, a founding member of OpenAI, and one of the most respected people in the field. So if one of the leading voices in AI feels behind, you should not feel bad at all for feeling the same way. As we kick off the new year, just a reminder to focus on building simple systems for yourself, keep learning, keep experimenting, and keep moving forward. Don’t let the overwhelm stop you. Consistent progress always beats trying to keep up with everything. You’re in the right place. Cheers, Nate
Overwhelmed by the AI space?
5 likes • Jan 13
As @Nate Herk just said: "Around here... we don't look backwards for very long. We KEEP MOVING FORWARD, opening up new doors & doing new things, because were curious... & curiosity keeps leading us down new paths." — Walt Disney The Walt Disney Company #keepmovingforward & watch: "Meet the Robinsons" (2007) if you need a pep-talk!
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Jay Woodcook
5
298points to level up
@jay-woodcook-4192
Christian biz owner, Dad: grown boy & girl, former Software Dev 35+yrs, YouSo.ninja Marketing—AI, Automation, Advertising, and WordPress! #LetsDoThis

Active 2d ago
Joined Apr 25, 2025
Chesapeake, VA USA
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