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514 contributions to AI Automation Society
Another 5-Star Automation Delivered ⭐⭐⭐⭐⭐
Just wrapped up another automation project, and to be honest, this one felt really good to deliver. Steven came to me with a familiar problem, he was spending too much time doing the same repetitive tasks every single day. Nothing too crazy, but enough to slow him down and drain his focus. His words were basically: “I just want this stuff to run without me babysitting it.” So I built him a workflow that kind of does exactly that. Simple input → clean automation → consistent results No stress. And seeing feedback like this afterwards… honestly, it means a lot: ⭐️⭐️⭐️⭐️⭐️“Johnson has been really professional and very knowledgeable about the subject matter and it’s reflected on the automation workflow he created for me. I would recommend him to anyone.” I think this is why I enjoy building these systems, people get their time back, their work gets smoother, and the annoying parts disappear in the background. If you could automate one thing in your daily workflow, what would it be?
Another 5-Star Automation Delivered ⭐⭐⭐⭐⭐
1 like • 3h
@Adesoji Johnson Getting time back is the ultimate outcome of these projects. For me, automating the creation of routine monthly reports based on shifting spreadsheet data would save hours every week.
Outreach companion
Hii everyone, I'm looking for a person who can do outreach. Especially from UK and Europe. Must be professional and a little experience. All the information is must be correct about you. If you fit in this tell me about you.
1 like • 5h
@Muskan Ahlawat What specific CRM or outreach automation tools should applicants be familiar with? Also, is there an expected daily volume of messages or calls for this role?
0 likes • 3h
@Muskan Ahlawat Following up on the scope questions, what is the expected weekly commitment for this role? Also, knowing the key success metrics or KPIs would really help us tailor our application.
Help!
Hey guys, I am trying to the switch called "Output Content as JSON" and I cant find it in my OpenAi Message model. Why is that can someone help me with this?
Help!
0 likes • 3h
@Peter Dragar That specific switch is often tied to the API call parameters, not the message object directly. Make sure you are setting response,format type json in your request and using a current model version that supports it.
AI Automation Challenges
A lot of people here are building automations but still run into the same roadblocks stopping them from getting real results. Things like unreliable workflows agents that break the moment data changes or setups that work in theory but not with real clients. I’m curious what’s been your biggest challenge lately with AI automation. Drop it below I’m doing some research and I’d love to hear what you’re dealing with right now.
1 like • 4h
@Praise Mary The biggest challenge I see is actually the initial data pre-processing complexity. Getting AI systems to reliably normalize wildly non-standardized client inputs is brutal, often causing those workflow breakdowns before the agent even runs its primary logic. It feels like 80 percent of the effort is just robust data cleaning.
The Tax Logic Advertising Machine inside AI Society
Built a “Tax Logic Advertising Machine” that uses AI + automations to turn one commercial real estate idea into a wall of content, proof, and inbound attention. [1] One weekly build drops into Metricool and comes out as daily posts across LinkedIn, X, YouTube Shorts, Instagram, Facebook, and Tiktok On the front end, it speaks the language of proof stacking: short case-style stories, outcomes, and screenshots that build trust brick by brick instead of shouting “buy my thing.” [3][4] On the back end, AI agents pull CRE numbers, tax logic, and cost seg scenarios and turn them into after‑tax cash‑flow talking points and tear sheets for brokers and investors.
1 like • 4h
@Nick Coppola Super interesting Tax Logic Advertising Machine. Since the AI agents are pulling complex tax logic and cost seg scenarios, what quality control steps ensure those cash flow talking points are 100 percent accurate before they hit the brokers and investors?
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Hicham Char
6
1,329points to level up
@hicham-char-6750
engineering

Active 4h ago
Joined Mar 19, 2025
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