Been running the same AI content system for a client for a few months now. Not every reel goes viral, most don't, but the ones that hit show what consistency actually does over time. 3 reels from the same account, different weeks One hit 5.2M views, 93.9% of that from people who'd never seen the account before. Another brought in 4 clients off a single reel, $25,800 total. A smaller one did 121K views and picked up 918 new followers. No editors, no script writers, just the system posting consistently and letting the ones that land actually land. Not every post is a home run. That's normal. But when you're consistent enough, the wins start showing up more often. If you're curious what this could look like for your own content, happy to walk you through it, drop a comment or DM me.

So While i was testing my workflow, i found that the dedupe filter is in the Google sheet node where only new leads will be upserted. But the problem was that, let say i have set the lead count limit as 100 per run, so for the first time in the Apify node, It will go and fetch the first 100 people of the Job title, industry etc what you have asked for. But let's say when you run for the second time Then the Apify node will fetch, some of the previous lead also which were fetched in the first run Now in the final output(i.e Google sheet) you will not get the duplicate leads but what it was doing was, the leads which was refetched by Apify was travelling all the way through the enrichment process again which was unnecessarily increasing the enrichment cost (which was already done). So how did i fixed it? Simply just before the Enrichment process i have added Two Nodes In the red box you can see:- ~Get Existing Leads(Google sheet Node) - It will get all the leads existing in the Google sheet. ~Filter Out Already Processed (Code node) - It will match the existing Leads by their LinkedIn URLs and Filter out the matching ones, And only allow the Non Matching Leads for the Enrichment process ahead. So now we have to layers of filters one in the red box and other in the last google sheet node. And this reduced the unnecessary cost and made my workflow Cost effective and more production ready. Did you like my approach? let me know in the comments👇

Hey everyone, I'm Josh I'm 19, based in the UK, and I build AI automation and outbound systems for business owners. I've already shipped a few real things: a contactless payment platform for schools that's live, different process automations for German Businesses, and I'm the technical cofounder of a data startup that just got full approval. And I'm building my agency around AI, automation & consulting, sold globally through a personal brand. Why I'm here: I do my best work around people who are actually building, and I've been doing this mostly solo. I want to fix that. So I'm looking to connect with one or two people who are also building something serious. Whether that's an accountability partner to keep each other on track daily, or just someone in the same trenches to swap wins, losses, and ideas with. Deffo not looking for motivation that dies in three days, looking for someone consistent who's in it for real. If that's you, or you're just building in AI and want to talk, comment or reach out. Glad to be here.

Hallo everyone today i am build jarvis from telegram bot fatherr What i do? 1. I make from BOT Father for get api key and especially for CLI 2. And i setup for credit on claude for get API KEY 3. Get my ID telegram 4. Connect from my VPS for every Month 5. Installation with the brain and rules python 6. Build 6 ai agent. Have any role for build anything data and more capability or reinforcement looping also What i can do for u? I can build something better for ur company and more effeciency Like research ur finance or competitor for 24 hour

was trying to buy some custom gear from a small brand recommended in a hobby group, and the site took 8 seconds to load. I gave up and closed the tab. In 2026, a slow website is literally throwing money away. As a customer, I value my time. Do you guys buy from slow sites, or do you bounce immediately?