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AI Automation (A-Z)

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AI Automation Society

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50 contributions to AI Automation Society
the one AI skill nobody talks about (but it separates the top 10%)
everyone in this community knows prompting matters. you've probably got systems for it, templates, maybe even meta-prompting workflows. but there's one skill that consistently separates the people who score in the top 10% from everyone else when we assess AI proficiency at aisa.to — and it's not prompting. it's output verification. specifically: having a systematic process for evaluating whether what the AI gave you is actually correct, complete, and fit for purpose. not just "does this sound right" but actually checking the logic, spot-checking claims, asking the model to argue against its own answer. in our data (1,300+ assessments), Safety and Critical Evaluation score lowest across the board — 45/100 average. the people who nail everything else still fall down here. quick self-test: what's your verification process when AI generates something you're about to ship to a client? if the answer is "I read it and it seems fine" — that's the gap. curious what verification workflows people here are using. what's working?
New Member For AI Success
Good afternoon everyone, I'm a new member from Montevideo and I am glad to be here. I am running a marketing agency in HVAC and want to leverage AI well. What brings you all here and where should I go first? Brian
0 likes • 5d
welcome Brian. for HVAC marketing specifically, I'd start with content generation and client communication workflows — those tend to have the fastest ROI for agencies. one thing that helps is actually benchmarking where your team's AI skills are before diving into tools. we built aisa.to for exactly this — conversational assessment that shows you where the gaps are so you're not just randomly adopting tools.
Tool to professionalize prompts
I have been stuck on a question recently. I was wondering if I could make my prompts better and more concise, but the thing is it is hard to. Is there an AI that can professionalize prompts which I can use to make these agents?
0 likes • 5d
Adrian's meta-prompting approach is solid. one thing I'd add though — the bottleneck for most people isn't actually the prompt, it's evaluating whether the output is any good. you can have a perfect prompt and still ship garbage if you don't have a systematic way to verify the result. my suggestion: before optimising prompts, build a quick checklist for what "good output" looks like for your specific use case. then iterate prompts against that.
Day 6
#AIS Challenge I have created a Scheduled Task to check Lowest Flight Ticket Prices until next run From Toronto to Melbourne on Every Sunday at 3:00 PM on Weekly Basis. For Loop, I set a reminder to drink water and look away from screen for 10 seconds, and it will remind me after every 10 minutes. Also created one time reminder to take screenshot after 60 seconds for demo. I found Scheduled task more helpful, because It will let me schedule my skills to run by its own that I otherwise run manually. Even where I used for Day 6, is gonna be helpful to track ticket prices for a week. For loop, If You start learning new things, you can use loop to remind you something which you could forget otherwise. The Self-healing is a thing that I always praise these AI Agents. It makes the learning AI a piece of cake for People who think learning AI is difficult. Tools Used: Claude Code Pro, VS Code, Firecrawl
Day 6
1 like • 7d
smart move starting with scheduled tasks, that's one of those features that clicks once you realize you can automate the stuff you were checking manually every week. flight price tracking is a great use case too because the value is so obvious and measurable. what's the next automation you're thinking about for day 7?
N8N or Claude Code?
This might be a dumb question, But are people still using N8N to make workflows or just using claude code to make the workflows for them?
2 likes • 8d
agree with Salem — not an either/or. n8n for anything your client needs to see, understand, or modify themselves. agents for tasks where the logic genuinely changes depending on context. if you're selling to businesses, n8n is easier to demo and builds more trust because the client can actually see what's happening
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Ozan Dag
4
38points to level up
@ozan-dag-8245
Founder of AISA (aisa.to - AI skills assessment & certification)

Active 5d ago
Joined May 20, 2026
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