Fast Decision, Zero Technical Understanding
Whether you are a freelancer or a client on Upwork, if you go through arbitration via Brief you will pay $337.50 each just to enter, and there is no guarantee of a fair or thorough review.
I submitted 4 months of documented technical work including source code, trained AI models, datasets, and multiple deliveries. The arbitrator awarded a full refund to the client without any domain knowledge of AI or computer vision. Complex technical evidence was dismissed in favor of written claims and the decision felt rushed.
If Upwork directs you to Brief for arbitration, ask questions first. Be prepared for a process where technical depth is not evaluated and decisions appear to be made quickly without thorough review of the evidence. Both sides lose their arbitration fee regardless of the outcome.
Would not recommend for any technical or complex freelance dispute.








