AI search ranking

Measured from 54 AI answers to questions that name no product. Questions that name a product only show each product's pros and cons and are not counted. Includes brands from those answers that are not listed here.

#BrandShare of voiceMentioned inRecommended inSite cited inPositiveAvg. position
1Supabase13.7%87%72.2%89.6%83%1.1
2Firebase9.1%57.4%27.8%52.1%38.7%2.4
3Appwrite7.9%50%25.9%50%63%2.7
4AWS Amplify5.8%37%18.5%20.8%45%2.5
5Convex2.9%18.5%13%6.3%70%3.3
6Hasura2.9%18.5%5.6%14.6%50%1
7Nhost1.8%11.1%9.3%8.3%83.3%2.5
8PocketBase1.8%11.1%7.4%8.3%50%3
9Directus1.8%11.1%5.6%0%50%2
10Google Cloud1.8%11.1%5.6%6.3%50%8
11Neon1.8%11.1%7.4%10.4%83.3%2.5
12MongoDB Atlas1.8%11.1%7.4%10.4%83.3%3.7
13Cloudflare1.5%9.3%5.6%2.1%60%4
14Kubernetes1.2%7.4%1.9%2.1%0%—
15Redis1.2%7.4%0%0%25%—
16Azure1.2%7.4%1.9%2.1%25%7
17Xano0.9%5.6%3.7%4.2%33.3%3
18Backendless0.9%5.6%1.9%2.1%0%5
19AWS AppSync0.9%5.6%3.7%2.1%66.7%4
20RabbitMQ0.9%5.6%0%0%0%—
21PostgreSQL0.9%5.6%1.9%2.1%33.3%1
22Firestore0.6%3.7%0%0%0%—
23Cloud Firestore0.6%3.7%0%4.2%0%—
24PostgREST0.6%3.7%3.7%0%100%—
25Drizzle0.6%3.7%0%0%0%—
26Prisma0.6%3.7%0%0%0%—
27NestJS0.6%3.7%0%0%0%—
28pgvector0.6%3.7%1.9%0%50%—
29Apache Kafka0.6%3.7%0%0%0%—
30Elastic0.6%3.7%1.9%2.1%50%—
31Typesense0.6%3.7%1.9%2.1%100%4
32Amazon RDS0.6%3.7%3.7%2.1%50%3
33PowerSync0.6%3.7%3.7%2.1%100%2
34NATS0.6%3.7%0%0%0%—
35AWS S30.6%3.7%1.9%0%0%—
36AWS Cognito0.6%3.7%3.7%0%100%4
37Parse Platform0.3%1.9%0%0%0%—
38Encore0.3%1.9%0%2.1%0%—
39Hetzner0.3%1.9%0%0%0%—
40Couchbase Lite0.3%1.9%1.9%2.1%100%—
41Ditto0.3%1.9%1.9%2.1%100%—
42PostGraphile0.3%1.9%1.9%2.1%100%—
43Hono0.3%1.9%0%0%0%—
44Fastify0.3%1.9%0%0%0%—
45Aurora PostgreSQL0.3%1.9%0%0%0%—
46Crunchy Bridge0.3%1.9%0%0%0%—
47SQLAlchemy0.3%1.9%0%0%0%—
48Fly.io0.3%1.9%0%0%0%—
49Couchbase Mobile0.3%1.9%1.9%2.1%100%1
50Custom backend0.3%1.9%1.9%0%100%3
51Google Cloud SQL0.3%1.9%0%0%0%—
52AlloyDB0.3%1.9%0%0%0%—
53Google Spanner0.3%1.9%0%0%0%—
54Cloudflare R20.3%1.9%1.9%0%0%—
55Cloudinary0.3%1.9%1.9%2.1%0%—
56NocoDB0.3%1.9%0%2.1%100%—
57Ably0.3%1.9%1.9%2.1%100%—
58Pusher0.3%1.9%0%2.1%0%—
59Socket.IO0.3%1.9%1.9%2.1%0%—
60Qdrant0.3%1.9%1.9%2.1%100%—
61Weaviate0.3%1.9%1.9%2.1%100%5
62MySQL0.3%1.9%0%0%0%—
63DynamoDB0.3%1.9%0%0%0%—
64CockroachDB0.3%1.9%0%0%0%—
65Google Cloud Spanner0.3%1.9%0%0%0%—
66PGroonga0.3%1.9%0%0%100%—
67Google Cloud Firestore0.3%1.9%1.9%2.1%0%—
68Flyway0.3%1.9%0%0%0%—
69Liquibase0.3%1.9%0%0%0%—
70Appwrite Auth0.3%1.9%1.9%2.1%100%5
71Inngest0.3%1.9%1.9%2.1%100%—
72Trigger.dev0.3%1.9%1.9%2.1%100%—
73Social.dev0.3%1.9%1.9%0%100%—
74AWS Lambda0.3%1.9%1.9%0%0%5
75Vercel Functions0.3%1.9%1.9%2.1%100%6
76Hygraph0.3%1.9%1.9%2.1%100%—
77AWS SNS0.3%1.9%1.9%2.1%100%—
78Azure Notification Hubs0.3%1.9%1.9%2.1%100%—
79Expo Push Notifications0.3%1.9%1.9%0%0%—
80Django0.3%1.9%0%0%0%—
81Medplum0.3%1.9%1.9%2.1%100%—
82Authentik0.3%1.9%0%0%0%—
83MinIO0.3%1.9%0%0%0%—
84BullMQ0.3%1.9%0%0%0%—
85Valkey0.3%1.9%0%0%0%—
86Coolify0.3%1.9%1.9%2.1%100%—
87Helm0.3%1.9%0%0%0%—
88Traefik0.3%1.9%0%0%0%—
89FastAPI0.3%1.9%0%0%0%—
90Spring Boot0.3%1.9%0%0%0%—
91ClickHouse0.3%1.9%0%0%0%—
92Back4App0.3%1.9%0%2.1%0%—
93Firebase Cloud Messaging0.3%1.9%1.9%2.1%100%—

Questions asked

The 72 questions this ranking is measured with. Icons show the brands the answers name, most often first.

Questions that name no product (54)

Questions that name a product (18)

Features in this category

Found on each product's own website.

Authentication

Built-in user sign-up, sign-in and account management, often with multiple sign-in methods.

Supabase, Firebase, Appwrite, Convex, Xano, Backendless, Nhost, Parse Platform, PocketBase

File storage

Stores and serves uploaded files such as images, audio and documents.

Supabase, Firebase, Appwrite, Convex, Xano, Backendless, Nhost, Parse Platform, PocketBase

REST API

Exposes data and operations through RESTful HTTP endpoints.

Supabase, Firebase, Appwrite, Convex, Xano, Backendless, Nhost, Parse Platform, PocketBase

Realtime subscriptions

Pushes live data changes to subscribed clients.

Supabase, Firebase, Appwrite, Convex, Xano, Backendless, Nhost, Parse Platform, PocketBase

Serverless functions

Runs custom backend code without managing servers, triggered by events or HTTP.

Supabase, Firebase, Appwrite, Convex, Xano, Backendless, Nhost, Parse Platform

Client SDKs

Official client libraries for integrating apps with the backend across platforms.

Supabase, Firebase, Appwrite, Convex, Backendless, Nhost, Parse Platform, PocketBase

Scheduled and background jobs

Runs background tasks, cron jobs and scheduled functions.

Supabase, Appwrite, Convex, Xano, Backendless, Nhost, Parse Platform

Social and OAuth login

Sign-in through third-party identity providers such as Google, GitHub and Apple.

Supabase, Firebase, Appwrite, Backendless, Nhost, Parse Platform, PocketBase

AI agents and LLM integration

Builds and runs AI agents or integrates LLM models into backend workflows.

Supabase, Firebase, Appwrite, Convex, Xano, Backendless, Nhost

Role-based access control

Defines roles and permissions to govern access to data and operations.

Supabase, Appwrite, Xano, Backendless, Nhost, Parse Platform

Self-hosting

Lets users deploy and run the backend on their own infrastructure.

Supabase, Convex, Xano, Backendless, Nhost, Parse Platform

Database triggers and event hooks

Runs server-side logic automatically in response to database events.

Supabase, Appwrite, Xano, Nhost, Parse Platform, PocketBase

Autoscaling and load balancing

Scales infrastructure automatically and balances traffic.

Supabase, Firebase, Convex, Xano, Backendless, Nhost

Admin dashboard

Web interface for managing data, schema and configuration.

Supabase, Appwrite, Backendless, Nhost, Parse Platform, PocketBase

MCP server for AI agents

Exposes the platform to AI agents and coding tools via the Model Context Protocol.

Supabase, Firebase, Appwrite, Convex, Xano, Nhost

Row-level security

Restricts data access per user or row based on identity and policies.

Supabase, Appwrite, Backendless, Nhost, PocketBase

Managed Postgres database

Provides a fully managed PostgreSQL database as part of the platform.

Supabase, Firebase, Appwrite, Xano, Nhost

GraphQL API

Exposes application data and operations through a GraphQL API.

Supabase, Appwrite, Nhost, Parse Platform

Push notifications

Sends push notifications to users across platforms.

Firebase, Appwrite, Backendless, Parse Platform

Vector and semantic search

Stores embeddings and performs similarity search for AI and semantic retrieval.

Supabase, Appwrite, Convex, Nhost

Automated backups

Creates scheduled backups of data with restore options.

Supabase, Appwrite, Nhost, PocketBase

High availability and failover

Provides redundancy and automatic failover for uptime.

Supabase, Appwrite, Backendless, Nhost

Multi-factor authentication

Adds an extra verification step beyond passwords.

Supabase, Appwrite, Nhost

Full-text search

Searches data by text matching built into the platform.

Appwrite, Convex, Nhost

Point-in-time recovery

Restores the database to a specific moment in time.

Supabase, Appwrite, Nhost

The ranking reflects measured AI answers, not our opinion. Listings have not been checked individually, and inclusion is not an endorsement.