Running the numbers on a designer versus an AI pipeline starts with your actual ad volume and revision needs.
List every fixed and recurring cost for hiring. Factor in salary or freelance rates, software subscriptions the designer needs, onboarding time, and the 20-30% overhead from taxes and benefits. For a mid-level designer handling 20 ads a month, expect $4,500–$7,000 in the first three months before any output hits your store.
Price out the AI pipeline the same way. Start with tool subscriptions, GPU credits if you self-host, and any integration work. Add the hours you or a developer spend on prompts and quality control. Most teams land between $300 and $900 a month once the workflow stabilizes.
Run a 10-ad test with both options side by side. Track revision cycles, approval time, and final performance. This is where most people discover the hidden tax of bad AI output. One fix is swapping in a dedicated AI product photo enhancer early so you avoid the extra round of manual fixes.
Calculate the cost per approved creative after 30 days. Divide total spend by usable ads delivered. The designer route usually lands at $80–$150 per ad once revisions are counted; the AI route drops to $15–$35 once you have templates and a short review checklist.
Revisit the split every quarter. When your monthly ad count passes 40, the pipeline cost stays flat while designer hours scale linearly. Adjust the mix instead of locking into one path.
The cheaper option for your workload shows up clearly once both columns are filled with real numbers.
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