Kinde vs Qdrant

Kinde

Qdrant

Kinde · 14 features

• API Scopes — OAuth scopes for your APIs, enforced server-side (Plus+).
• B2B Organizations — Multi-tenant orgs with user roles, invitations, feature flags per org.
• Custom Domain — Host auth at auth.yourbrand.com. Free tier includes this.
• Enterprise SSO — SAML 2.0 + OIDC enterprise connections (Plus unlimited).
• Feature Flags — Built-in feature flags with per-user/org overrides. No separate service needed.
• Kinde AI — AI-assisted query and insights over your Kinde data.
• Kinde Billing (preview) — Built-in subscription billing linked to users/orgs. Stripe under the hood.
• Machine-to-Machine — Client credentials grant for service-to-service auth.
• Multi-Factor Auth — TOTP authenticator apps, SMS, email, passkey.
• Passwordless — Email code + passkey (WebAuthn).
• Roles & Permissions — RBAC with roles → permissions. Assigned per user or per organization.
• SCIM Provisioning — Directory provisioning from IdPs (Scale tier).
• Sign-in Widget — Hosted pages + themeable widget for login/signup. Customizable with CSS.
• Webhooks — Event webhooks: user.created/updated, organization events, MFA, etc.

Qdrant · 13 features

• BYOC (Hybrid Cloud) — Managed Qdrant in your cloud account.
• Cloud Inference — Hosted embedding models for free tokens.
• Cluster Monitoring — Prometheus metrics + health.
• Collections — Typed collections with named vectors + payload schema.
• Distributed — Horizontal sharding + Raft replication.
• Hybrid Search — Sparse + dense + keyword in one query.
• Multi-Vector — Multiple vectors per point (text + image, etc.).
• Open Source — Apache 2.0 licensed.
• Payload Filters — Rich filter DSL with indexed fields.
• Quantization — Scalar + product + binary for memory reduction.
• RBAC — API-key scopes + roles.
• Snapshots + Restore — Backup + DR primitives.
• Sparse Vectors — BM25 + SPLADE sparse embeddings natively.