Convex vs Algolia

Convex

Algolia

Convex · 18 features

• Actions — Non-deterministic functions for external I/O (fetch, AI APIs, email). Cannot rea…
• Authentication — Convex Auth (built-in) or BYO provider (Clerk, Auth0, Kinde, WorkOS). ID tokens …
• Convex Agents — AI agent framework with durable memory, threads, tool use. Works with OpenAI / A…
• Convex Auth — First-party auth library: passwords, magic links, OAuth, phone — stored in your …
• Convex Components — Reusable backend modules (rate limiter, workflow, aggregate, action-retrier, etc…
• Cron Jobs — Recurring schedules defined in convex/crons.ts. UTC, cron-style patterns.
• Durable Workflows — Long-running multi-step workflows with retries and at-least-once guarantees.
• Exception Reporting — Auto-capture errors to Sentry, Axiom, Datadog.
• File Storage — Upload/download via storage API. Returns storage IDs referenced in documents.
• Full-Text Search — BM25 search index on table fields. withSearchIndex query helper.
• HTTP Actions — Expose public HTTP endpoints for webhooks, OAuth callbacks, third-party integrat…
• Log Streams — Stream function logs to Axiom, Datadog, Sentry. Pro+.
• Mutations — Transactional write functions. All reads + writes in one mutation are ACID; conf…
• Preview Deployments — Every Git branch gets its own isolated deployment. Integrates with Vercel/Netlif…
• Queries — Deterministic read-only TS functions. Automatically cached and re-run when under…
• Real-Time Subscriptions — useQuery auto-subscribes; server invalidates when data a query read changes. No …
• Scheduler — schedule.after / schedule.at — enqueue functions to run later. Durable, survives…
• Vector Search — Native vector index on tables. withIndex + filter fields. Up to 4096 dims.

Algolia · 16 features

• A/B Testing — Compare two index configurations on live traffic.
• AI Ranking — Dynamic re-ranking based on clicks + conversions.
• Algolia Crawler — Hosted crawler to index websites.
• Autocomplete — JavaScript autocomplete UI library.
• Insights API — Send click + conversion events to train AI Ranking.
• InstantSearch UI — UI libraries: React, Vue, Angular, iOS, Android — prebuilt search components.
• Keyword Search — Fast prefix + typo-tolerant full-text search.
• MCP Tools — Algolia MCP server for agent integrations.
• Merchandising Studio — No-code UI for merchants to pin/bury/boost products.
• NeuralSearch — Hybrid vector + keyword search.
• Personalization — Per-user ranking based on click history.
• Query Suggestions — AI-generated suggestion index from past searches.
• Recommend — Product recommendations: Related, Frequently Bought Together, Trending.
• Rules — Conditional overrides: pin results, banners, redirects, boost/bury.
• Search Analytics — Top searches, no-result searches, click-through rates.
• Synonyms — Equivalent term groups + typo-tolerance tuning.