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Built an AI-assisted hiring workflow using n8n, Supabase, and LLM APIs to explore workflow automation, candidate evaluation, human review checkpoints, and recruiter workflow visibility. During testing, the project revealed several operational challenges around trust, uncertainty, and automation boundaries that influenced the system design.
The network for creativity
Join 1.25M professional creatives like you
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Creatives on Contra have earned over $150M and we are just getting started
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Simple Workflow: Speedy and Accurate Business Processes: Achieving a simple workflow can be straightforward and easy to implement. How efficient and effective would it be if business processes could be automated?
Most businesses don't have an employee problem.
They have a process problem.
Think about it...
If someone takes a day off and your business slows down because only they know how to:
Reply to customers
Update the CRM
Send invoices
Follow up with leads
...then your business is relying on people instead of systems.
That's where automation changes everything.
Instead of depending on memory and manual tasks, create workflows that handle repetitive work consistently.
Your team can then focus on what humans do best: solving problems, building relationships, and making decisions.
The best businesses don't just hire smarter—they build smarter systems.
💬 Question: Which task in your business still depends on one person?
#BusinessAutomation #AIAutomation #Zapier #n8n #Make #Systems #Productivity #Operations
The biggest mistake businesses make with AI come and learn.
They think they need more AI tools.
They don't.
What they really need is one AI solution that solves one expensive problem.
I've seen businesses pay for:
1. ChatGPT Plus
2. Claude
3. Gemini
4. Cursor
5. Multiple automation platforms
Yet their teams still spend hours every week on repetitive work.
Why?
Because buying AI tools isn't the same as building an AI workflow.
The businesses getting the best results aren't using the most tools.
They're asking better questions.
Instead of:
❌ "Which AI tool should we buy?"
They ask:
✅ "Which task costs us the most time every week?"
That's where AI creates real ROI.
Whether it's lead qualification, customer support, document processing, internal approvals, or reporting, solving one bottleneck often delivers more value than adding five new AI subscriptions.
That's how I approach every AI project:
Start with the business problem.
Then build the AI solution.
I'm curious...
What's one repetitive task in your business that you'd automate tomorrow if you could?
I'd love to hear how others are thinking about AI adoption.
#AI #Automation #BusinessAutomation #AIEngineering
I like your thoughts. In which domain are you building a product?