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4 contributions to Content Academy
Looking for feedback: AI-automated video pipeline vs my $100/month VA in Nigeria
I run a UK digital agency and one of my clients is a builder who sends me raw build project videos via WhatsApp. We turn these into branded shorts and reels for YouTube, Instagram, Facebook, and Nextdoor. Current setup ($100/month): My VA in Nigeria handles the whole pipeline manually: • Downloads videos from WhatsApp • Runs them through Descript (adds voiceover when client’s ops manager hasn’t recorded one) • Polishes clips in Opus Clip Pro • Adds logo and branding • Writes captions • Schedules to YouTube, Insta, Facebook • Manually posts to Nextdoor via GHL workspace He’s reliable, the quality is OK, and at $100/month it’s hard to beat on cost. The AI-automated alternative I scoped: Make.com + Claude API + Creatomate (branding) + ElevenLabs (voice clone) + Opus Clip Pro API + GHL scheduling. Roughly £60-75/month in tooling, plus probably 20-30 hours of build time on my end. The build would handle: WhatsApp ingestion, Claude analysing each video and writing platform-specific captions, voiceover generation when needed, automated clipping, branding overlay, scheduled posting across all platforms, with one approval gate before publishing. Where I’m stuck: On paper the AI route looks cheaper long-term, but when I actually compare: 1. My VA costs $100/month flat, no build time, no API surprises, deals with edge cases naturally 2. The AI stack is ~£60/month in tools but needs my time to build and maintain, and breaks when APIs change or videos are unusual 3. Nextdoor still needs a human click either way (no API) 4. Voice cloning needs careful setup and consent 5. The VA can also handle other ad-hoc tasks the AI can’t My questions for the group: • Has anyone built something similar and found the maintenance cost was higher than expected? • Is there a hybrid worth considering — AI for the captions and Claude analysis, VA for the video editing and posting? • Am I overcomplicating this when a good VA with the right SOPs is genuinely the more cost-effective answer?
1 like • 4d
I've built an automated system that I run almost free. Instead of using platforms like opus, I built custom apps which I host on modal.com. all vibe coded. Your challenge will be clipping videos that don't have dialogue. In a dialog driven video, you transcribe the video and then get AI to read it and pull timestamps which enclose a complete concept, then pass the timestamps to a clipping app Without dialogue you'll have to find an AI intelligent enough to make sense of video without dialogue, therein lay the challenge Highend AI calls add up The impossible is so often possible when it comes to AI that I assume there's a way to do it inexpensively
NCA Toolkit Stopped Working?
The NCA-toolkit node in my n8n automation stopped working recently The Job logs are saying I'm missing these variables: - GCP_JOB_PATH - GCP_JOB_PAYLOAD I'm assuming this is related to the recent update of the NCA Toolkit repo, since cloud run is pulling the latest image I'm no expert so doing my best to connect the dots... anyone have some insight on this? Thank you UPDATE: I forked the repo and then connected it to my service, then built and deployed. My source is now a 'repository', rather than a 'container'. I then recreated my Job in us-central1... seems there's some hard code in the nca image that looks for a Job there and I couldn't override it with variables After those 2 changes it worked
0 likes • Jan 10
@Stephen G. Pope yes working for me now, I've since migrated to modal.com and calling on the original repo image, not my fork
0 likes • Jan 15
@Lawal Lekan , lol neither would have I if I'd read this last September. I knew nothing about nothing.... never coded, never worked with AI, never built automations -- a total noob. I recommend decide to build an n8n automation to do something simple that'd be useful to you and then learn as you go -- that's how I began
Best NCA-Toolkit Hosting?
I'm currently hosting my NCA on Google Cloud but its getting costly. Where have you guys found to be best place to host your NCA so that it has the resources it needs but is still inexpensive (or even free) to run? I setup on Google Cloud because I wasn't able to make an account on Oracle free tier What other options do you suggest? Thank you Muzz
0 likes • Jan 4
Update: I moved it to modal.com. No idle costs, it has its own bucket type storage for temp mid processing storage. It comes with a $30/mth allowance. It's not docker environment though, you have to wrap the nca toolkit . The migration took about 2 days, testing now
0 likes • Jan 10
@Lawal Lekan I want a scalable system that is cost effective because im building a SaaS. I did the calculations and it looked to me that modal.com is robust because it has gpu professing and expansable way beyond what I'd need.... I've only been in the space for 4mths so I acknowledge there's still a lot I don't know
Welcome! Introduce Yourself HERE 🔥
Hi! Welcome to the Content Academy. This community is designed to help you build a profitable content strategy, efficient team & automated content process. Step 1: Introduce yourself in THIS THREAD below! (✄ copy/paste template 👇) Where are you from? What are you working on? What immediate help do you need? Step 2: Read the rules and checkout our free courses and paid programs
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Welcome! Introduce Yourself HERE 🔥
5 likes • Aug '25
Hi everyone, I've been an info marketer for a long time but new to no-code automation. I've relied on zapier et al my entire career but recently faced a problem that needed a more complex automation. That led me to Make.com, which blew my mind at the possibilities. Now I'm investigating how to use automation to expand my business without hiring more staff
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Muzz iEvolv
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@emm-h-3362
Professional channeler, channeled author and channeling instructor

Active 16h ago
Joined Aug 20, 2025
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