Replicate vs WorkOS

Replicate

WorkOS

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.

WorkOS · 13 features

• Audit Logs — Standardized audit log pipeline with streaming to SIEMs (Splunk, Datadog, Sumo L…
• AuthKit — Complete drop-in user management UI + hosted auth flows. Built on top of WorkOS.
• Directory Sync — SCIM-based user provisioning/deprovisioning from Okta, Azure AD, Google Workspac…
• FGA (WorkOS) — Fine-grained authorization based on Google Zanzibar / OpenFGA.
• Magic Auth — Passwordless email codes + links. Good alternative to password auth for B2B.
• Multi-Factor Auth — TOTP + SMS MFA enrollment and verification APIs.
• Organizations — Multi-tenant B2B primitive. Attach SSO/Directory/Audit to specific customer orgs…
• Passkeys — WebAuthn passkeys as a first-class factor.
• Radar — Fraud protection: device fingerprinting + risk scoring at signup and login.
• Single Sign-On — Plug-and-play SAML 2.0 + OIDC SSO with 30+ identity providers pre-mapped.
• User Management — REST API + webhooks for user CRUD, email verification, sessions, MFA, metadata.
• Vault — Secret storage for tokens + per-tenant credentials.
• Widgets — Embeddable admin portals (SSO setup, directory mapping) that your customers self…