The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
Back to feedPost
87% of marketers use AI in at least one workflow now.
Only 6% have fully implemented it (Supermetrics 2026).
The gap between those numbers is basically the entire job description for what I do.
Going to break down what an AI automation engineer is, what we ship, and how to tell the bad ones from the good ones.
An AI automation engineer connects AI to the workflows your business already runs.
We don't train models. We don't write papers. We don't do research.
We pick the right model for the job, wire it into the systems your team uses every day, and ship the build.
Honest read on the role: AI doesn't enter every build I ship.
I shipped three this quarter for paying agencies. Two of them had zero LLM in the workflow.
The job is knowing when to add AI and when to leave it out. Most days are wiring + testing, not training models.
Build 1: Voice IVR Lead Qualifier for a pay-per-lead network.
Twilio fronts the matching API. Ringba routes the inbound. When all referral specialists are on the line, the IVR collects postal code + issue type, hits the API for a matched company, reads the info to the caller, and...
Build 2: Calendly to Closer Report.
Zapier watches Calendly bookings across 5 closer routes. Waits 45 minutes after the call, then pings the assigned closer in Slack with a GoHighLevel survey link.
Closers stopped forgetting to log calls. Sales managers stopped chasing.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
Related posts
How good of a web designer is AI?
I put Claude Design to the test asking it to redesign my client's product inventory page I built in Framer.
In under 10min it produced 2 variations. Neither can go on client's website directly but it surfaced two years' worth of overlooked improvements I can implement manually.
The gap between AI output and production-ready website is there, but in the hands of a web designer who knows what to do with the output, it has a valuable place in the workflow.
Feels like AI isn’t replacing the designer, it’s just speeding up the "thinking layer". Like you said, it surfaces things we somehow miss for months.
Still needs a human eye to make it actually usable, but as a brainstorming partner, it’s kind of crazy good.
After 2 years automating internal processes across my own companies (food export, debt collection, content publishing), I reached one conclusion:
Most businesses don't need more software.
They need their current software to talk to each other.
Manual operations costing 20 hours/week can be solved with a well-designed workflow in 2 days.
That's why this year I'm opening Datafroge to external clients.
Two services available starting today:
🔹 Automation Audit + Roadmap (90 min)
We review your processes, identify what to automate first, and deliver an actionable plan.
USD $500 — credited toward any build you hire after.
🔹 Custom AI Agent Build (n8n + LLM)
Design and deploy a production-ready AI agent. No demos. No PoCs. Something your team uses on Monday.
USD $1,500 — delivered in 2 weeks.
Stack: n8n · OpenAI · Anthropic · Gemini · Google Workspace · Airtable · Twilio · WhatsApp Business · 400+ APIs.
If you've been thinking "we should automate this" for months... that's the sign the moment has already passed.
Links to services in comments 👇
#AIAutomation #n8n #BusinessAutomation #AIAgents #Datafroge
💜 Just launched Brandflow - a marketing operations SaaS built for experts who are tired of daily chaos, endless tabs and messy workflows.
See what we cooked up:
1) planning
2) analytics
3) cross-channel ad campaigns
4) AI-powered predictions trained on a curated knowledge base 🔥
Your daily marketing work is slowly getting easier...
And you can feel it, right? ⚡️
Rate this flow 1-10 👇
Awesome workkkkk😍
Trending
Claude
Claude has entered the design space. How are you using Claude Design?
Contra University
Learn from expert creatives how to earn more using next-gen AI tools.
creativeaiflow
Creative AI workflows are evolving. What tools do you use, and what are their strengths and weaknesses?
portfolioreview
The best portfolios tell a story, not just show a grid. Share yours for feedback.
freelancerlife
Freelancer life is wins, pivots, and everything in between. What’s yours right now?