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
MailSwap — AI Email Classifier for Shopify
MailSwap automatically classifies incoming merchant
emails — refunds, support, billing, shipping — and
routes them to the right team without human triage.
Built end-to-end:
— Custom ML classifier trained on e-commerce
email data
— Shopify App integration
— Production deployment with confidence scoring
Achieved 94%+ classification accuracy in production.
Role: Sole founder — model training, backend engineering, Shopify App Store launch.
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
Everyone tells founders to raise and then hire.
Nobody tells them the raise changes who has to believe the website. Decks get rewritten in a week. The homepage that has to convince procurement takes six months to notice.
maybe this is what a founding designer role feels like
the work keeps expanding
the path is rarely clear
and design is only one part of moving things forward
that was my experience with Bee Electric
a lot of learning and exploration
intense but really good
the full case study is here: https://contra.com/p/mgcb7Xko-founding-design-at-bee-electric?r=antrdnv23
Great work, Anton
Recently I completed a very interesting - Quantile, an AI backed Business Analytics Software. Chat with your data - and build dashboards through code. Check it out!
quantile is a fun name. chat to dashboards is a cool idea
