Replicate vs Buildkite

Replicate

Buildkite

Replicate · 11 features

• 10k+ Models — Public catalog of image, video, audio, LLM, embedding, speech models.
• Batch Predictions — Parallel batch execution.
• Cog — OSS tool to containerize ML models. Standard for Replicate.
• Deployments — Private model endpoints with dedicated GPUs.
• File Storage — Temporary output file hosting.
• Fine-Tuning — Fine-tune FLUX, SDXL, Llama 2/3 with your data.
• Per-Second Billing — Pay only while model runs. No idle cost for public models.
• Playground — Interactive UI for every public model.
• Predictions API — Async + sync + streaming predictions.
• Streaming Outputs — SSE streaming for LLMs + audio.
• Webhooks — Notify when predictions complete.

Buildkite · 17 features

• Agent Queues — Route jobs to specific agents by tag.
• Annotations — Rich Markdown in build UI.
• Artifacts — Upload + download build artifacts.
• Audit Log — Enterprise audit.
• Automatic Cancel — Cancel stale builds on new push.
• Automatic + Manual Retries — Configurable retry semantics.
• Buildkite Hosted Agents — Managed agents (opt-in).
• Dynamic Pipelines — Generate YAML in a command step.
• input Step — Block for user input.
• Parallelism — Parallel step scaling with BUILDKITE_PARALLEL_JOB.
• Pipelines — YAML + optional dynamic upload.
• Plugins — Agent-level lifecycle hooks.
• Secrets (Vault) — Integrate with HashiCorp Vault, SSM.
• Teams + RBAC — Enterprise permissions.
• Test Engine — Flaky test + timing insights.
• trigger Step — Fire another pipeline.
• wait Step — Sync point in pipeline.