Community Discussions

Teams often start with a Flask GPU server before adopting [Baseten](https://saaskart.co/software/baseten). What pushed you to migrate and what did the switch in

Most Baseten talk is about LLMs, but [Baseten](https://saaskart.co/software/baseten) also serves vision models. How is latency and batching for image workloads?

Between scale-to-zero and right-sizing hardware, there are several levers on [Baseten](https://saaskart.co/software/baseten). Which changes cut your inference b

Shipping a new model version safely matters. How are people using staged rollouts on [Baseten](https://saaskart.co/software/baseten) to catch regressions before

[Baseten](https://saaskart.co/software/baseten) exposes latency and error metrics, but what about output quality drift? How are teams layering drift detection o

Healthcare teams need HIPAA-eligible inference. How has running regulated workloads on [Baseten](https://saaskart.co/software/baseten) gone in terms of BAAs and

Getting high tokens-per-second from an LLM on [Baseten](https://saaskart.co/software/baseten) takes tuning batch size and hardware. What settings worked for you

Truss standardizes deployment on [Baseten](https://saaskart.co/software/baseten). How much boilerplate did it remove versus writing your own Dockerfile and serv

Cold-start latency makes or breaks user-facing AI. How quickly does [Baseten](https://saaskart.co/software/baseten) spin up a large model, and are people keepin

Both serve models, but [Baseten](https://saaskart.co/software/baseten) leans enterprise while Replicate leans developer-first. For production LLM serving, which

Beyond public models, [Replicate](https://saaskart.co/software/replicate) can host fine-tuned LLMs. How does the experience compare to dedicated inference platf

Hitting rate limits on [Replicate](https://saaskart.co/software/replicate) during a launch is a bad surprise. What limits have people run into and how did you r

Public models on [Replicate](https://saaskart.co/software/replicate) get updated. How are teams pinning specific versions so outputs stay stable across a releas

Adding AI to a [Replicate](https://saaskart.co/software/replicate)-backed Next.js app raises questions about API keys, streaming, and rate limits. What architec

For video or large batch jobs, polling [Replicate](https://saaskart.co/software/replicate) is wasteful. How are you wiring up webhooks to handle completion even

The model library on [Replicate](https://saaskart.co/software/replicate) changes fast. Which image generation models are people getting the best quality-per-dol

Scaling to zero saves money on [Replicate](https://saaskart.co/software/replicate) but can add cold-start latency. How are people keeping latency acceptable for

At some point teams weigh [Replicate](https://saaskart.co/software/replicate) against running their own GPU boxes. Where did the math tip toward self-hosting fo

Cog turns a model into a container for [Replicate](https://saaskart.co/software/replicate). What gotchas did you hit packaging dependencies or large weights, an

Per-second billing on [Replicate](https://saaskart.co/software/replicate) is great for prototypes, but does it stay cheap at scale? For anyone serving thousands