Replicate is essentially the 'Heroku for AI'—it offers the best developer experience for running models via API but charges a premium for the convenience. It is perfect for prototyping, hackathons, and batch jobs where latency isn't critical. However, for 24/7 high-throughput production workloads, the cost per GPU-hour and cold start latency often make bare-metal providers or dedicated instances a better choice.
